Remove unverified special issue data, fix DBLP entity decoding

The two special_issues entries were proof-of-concept data and could not be corroborated: no TPDS "Edge AI Systems" or open FGCS "Serverless Computing at the Edge" call is findable, and both named real researchers as guest editors. Removed rather than corrected — nothing verifiable exists to replace them with. No open special issue was found at any tracked journal, so the field stays absent until a real CFP appears. Audited the rest of the data while there. All 39 candidate pools come from DBLP and all 471 digested papers reconcile against them, so the paper set is sound. Three defects surfaced: - DBLP returns HTML-escaped text and fetch_papers never decoded it, so 136 entities sat in the cached pools and "Theodore Y. Ts'o" reached the published ATC-2024 digest. Decoded at the fetch boundary and cleaned the existing files through the YAML parser. - SC event_dates recorded the exhibition window (Nov 17-19) instead of the conference (Nov 15-20); EuroSys ran a day long (Apr 19-24 vs 19-23). Both verified against the official sites, which also confirm every SC, EuroSys and OSDI submission deadline is exact. - TC-2025 digest carried a paraphrased title, now matching DBLP. EuroSys only records its spring cycle; the fall cycle has no home in the one-deadline-per-venue schema. Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>
2026-08-17 19:34:18 +02:00
parent 6784959a70
commit f132f6bc46
44 changed files with 208 additions and 273 deletions
--- a/README.md
+++ b/README.md
@@ -204,14 +204,16 @@ journals:
  - acronym: TPDS
    # ... existing fields ...
    special_issues:
-      - title: "Edge AI Systems: Design and Optimization"
-        guest_editors: ["Wei Zhang", "Yong Cui", "Jian Wang"]
-        cfp_url: "https://..."
+      - title: "<Special issue title, verbatim from the CFP>"
+        guest_editors: ["<Editor One>", "<Editor Two>"]
+        cfp_url: "https://<link to the CFP itself, not the journal's CFP index>"
        abstract_deadline: "Aug 15, 2026"
        submission_deadline: "Sep 1, 2026"
        notification: "Jan 2027"
 ```

+Every field must come from a published CFP. There is no fetcher for these, so nothing validates them — an unverified entry publishes a deadline that looks authoritative and names real people as editors. Record `cfp_url` pointing at the specific call, so any reader can check the entry against its source.
+
 Special issue deadlines appear in three places:
 - **Journal page** — a "Special Issues" table below the journal metadata
 - **Calendar page** — a "Journal Special Issues" table below the conference deadlines
--- a/site/content/cloud-edge/calendar/_index.md
+++ b/site/content/cloud-edge/calendar/_index.md
@@ -1,7 +1,7 @@
 ---
 title: Submission Deadlines
 layout: calendar
-generated: '2026-08-17T17:07:26Z'
+generated: '2026-08-17T17:33:54Z'
 draft: false
 events:
 - title: OSDI — abstract deadline
@@ -121,7 +121,7 @@ events:
  url: /cloud-edge/venues/conferences/eurosys/
  color: '#457b9d'
  allDay: true
-  end: '2027-04-25'
+  end: '2027-04-24'
  extendedProps:
    location: Rabat, Morocco
 - title: ATC — paper deadline
@@ -269,11 +269,11 @@ events:
    location: Chicago, IL, USA
    cfp_url: https://sc26.supercomputing.org/program/papers/
 - title: SC
-  start: '2026-11-17'
+  start: '2026-11-15'
  url: /cloud-edge/venues/conferences/sc/
  color: '#457b9d'
  allDay: true
-  end: '2026-11-20'
+  end: '2026-11-21'
  extendedProps:
    location: Chicago, IL, USA
 - title: HPDC — abstract deadline
@@ -386,48 +386,6 @@ events:
  end: '2026-05-22'
  extendedProps:
    location: Sydney, Australia
- title: 'TPDS SI — Edge AI Systems: Design and Optimization — abstract deadline'
-  start: '2026-08-15'
-  url: /cloud-edge/venues/journals/tpds/
-  color: '#7b2cbf'
-  allDay: true
-  extendedProps:
-    cfp_url: https://www.computer.org/csdl/journal/td/call-for-papers
- title: 'TPDS SI — Edge AI Systems: Design and Optimization — paper deadline'
-  start: '2026-09-01'
-  url: /cloud-edge/venues/journals/tpds/
-  color: '#7b2cbf'
-  allDay: true
-  extendedProps:
-    cfp_url: https://www.computer.org/csdl/journal/td/call-for-papers
- title: 'TPDS SI — Edge AI Systems: Design and Optimization — notification'
-  start: '2027-01-01'
-  url: /cloud-edge/venues/journals/tpds/
-  color: '#7b2cbf'
-  allDay: true
-  extendedProps:
-    cfp_url: https://www.computer.org/csdl/journal/td/call-for-papers
- title: FGCS SI — Serverless Computing at the Edge — abstract deadline
-  start: '2026-07-31'
-  url: /cloud-edge/venues/journals/fgcs/
-  color: '#7b2cbf'
-  allDay: true
-  extendedProps:
-    cfp_url: https://www.sciencedirect.com/journal/future-generation-computer-systems/call-for-papers
- title: FGCS SI — Serverless Computing at the Edge — paper deadline
-  start: '2026-09-15'
-  url: /cloud-edge/venues/journals/fgcs/
-  color: '#7b2cbf'
-  allDay: true
-  extendedProps:
-    cfp_url: https://www.sciencedirect.com/journal/future-generation-computer-systems/call-for-papers
- title: FGCS SI — Serverless Computing at the Edge — notification
-  start: '2027-02-01'
-  url: /cloud-edge/venues/journals/fgcs/
-  color: '#7b2cbf'
-  allDay: true
-  extendedProps:
-    cfp_url: https://www.sciencedirect.com/journal/future-generation-computer-systems/call-for-papers
 ---

 ## Conference Deadlines
@@ -440,20 +398,13 @@ events:
 | [CCGrid](/cloud-edge/venues/conferences/ccgrid/) | IEEE/ACM International Symposium on Cluster, Cloud and Internet Computing |  | Dec 21, 2025 | Feb 10, 2026 | May 18-21, 2026 | Sydney, Australia | B |
 | [HPDC](/cloud-edge/venues/conferences/hpdc/) | IEEE International Symposium on High Performance Distributed Computing | Jan 29, 2026 | Feb 5, 2026 | Mar 31, 2026 | Jul 13, 2026 - Jul 16, 2026 | Cleveland, OH, USA | A |
 | [SOSP](/cloud-edge/venues/conferences/sosp/) | ACM Symposium on Operating Systems Principles | Mar 26, 2026 | Apr 1, 2026 | Jul 3, 2026 | Sep 29, 2026 - Oct 2, 2026 | Prague, Czechia | A* |
-| [SC](/cloud-edge/venues/conferences/sc/) | International Conference for High Performance Computing, Networking, Storage and Analysis | Apr 1, 2026 | Apr 8, 2026 | Jul 1, 2026 | Nov 17-19, 2026 | Chicago, IL, USA | A |
+| [SC](/cloud-edge/venues/conferences/sc/) | International Conference for High Performance Computing, Networking, Storage and Analysis | Apr 1, 2026 | Apr 8, 2026 | Jul 1, 2026 | Nov 15-20, 2026 | Chicago, IL, USA | A |
 | [SEC](/cloud-edge/venues/conferences/sec/) | IEEE/ACM Symposium on Edge Computing | Apr 24, 2026 | May 1, 2026 | Jul 29, 2026 | Oct 13-16, 2026 |  | unranked |
-| [EuroSys](/cloud-edge/venues/conferences/eurosys/) | European Conference on Computer Systems | May 7, 2026 | May 14, 2026 | Aug 21, 2026 | Apr 19-24, 2027 | Rabat, Morocco | A |
+| [EuroSys](/cloud-edge/venues/conferences/eurosys/) | European Conference on Computer Systems | May 7, 2026 | May 14, 2026 | Aug 21, 2026 | Apr 19-23, 2027 | Rabat, Morocco | A |
 | [Middleware](/cloud-edge/venues/conferences/middleware/) | ACM/IFIP/USENIX Middleware Conference | May 29, 2026 | Jun 5, 2026 | Aug 28, 2026 | Dec 14-18, 2026 | Tarragona, Spain | A |
 | [ATC](/cloud-edge/venues/conferences/atc/) | ACM SIGOPS Annual Technical Conference |  | Jun 10, 2026 | Sep 18, 2026 | Nov 16-18, 2026 | Hong Kong | C |
 | [SoCC](/cloud-edge/venues/conferences/socc/) | ACM Symposium on Cloud Computing | Jul 7, 2026 | Jul 14, 2026 | Sep 26, 2026 | Nov 18-20, 2026 | Singapore | — |
 | [NSDI](/cloud-edge/venues/conferences/nsdi/) | USENIX Symposium on Networked Systems Design and Implementation | Sep 10, 2026 | Sep 17, 2026 | Dec 8, 2026 | May 11-13, 2027 | Providence, RI, USA | National: USA |

-## Journal Special Issues
-
-| Venue | Title | Abstract | Paper deadline | Notification | Guest Editors |
-|---|---|---|---|---|---|
-| [TPDS](/cloud-edge/venues/journals/tpds/) | [Edge AI Systems: Design and Optimization](https://www.computer.org/csdl/journal/td/call-for-papers) | Aug 15, 2026 | Sep 1, 2026 | Jan 2027 | Wei Zhang, Yong Cui, Jian Wang |
-| [FGCS](/cloud-edge/venues/journals/fgcs/) | [Serverless Computing at the Edge](https://www.sciencedirect.com/journal/future-generation-computer-systems/call-for-papers) | Jul 31, 2026 | Sep 15, 2026 | Feb 2027 | Marco Serafini, Dimitrios Skarlatos |
-
 > Deadlines sourced from conference websites, [WikiCFP](http://www.wikicfp.com/), and journal special issue CFPs.

--- a/site/content/cloud-edge/digests/ATC-2024/index.md
+++ b/site/content/cloud-edge/digests/ATC-2024/index.md
@@ -46,7 +46,7 @@ draft: false

 ### FastCommit: resource-efficient, performant and cost-effective file system journaling

-*Harshad Shirwadkar, Saurabh Kadekodi, Theodore Y. Ts&apos;o*
+*Harshad Shirwadkar, Saurabh Kadekodi, Theodore Y. Ts'o*

 **TL;DR** — Redesigns ext4 journal commits to write only changed metadata deltas rather than full blocks, slashing journaling overhead while preserving crash consistency — and is already deployed in the Linux kernel.

--- a/site/content/cloud-edge/digests/TC-2025/index.md
+++ b/site/content/cloud-edge/digests/TC-2025/index.md
@@ -62,7 +62,7 @@ draft: false

 ---

-### Optimizing Tiny Transformers on Low-Power MCUs
+### Optimizing the Deployment of Tiny Transformers on Low-Power MCUs

 *Victor Jean-Baptiste Jung, Alessio Burrello, Moritz Scherer 0001, Francesco Conti 0001 *et al.**

--- a/site/content/cloud-edge/venues/conferences/EuroSys/_index.md
+++ b/site/content/cloud-edge/venues/conferences/EuroSys/_index.md
@@ -12,7 +12,7 @@ draft: false
 deadline_source: wikicfp:186524
 homepage: https://2027.eurosys.org/
 next_deadline: May 14, 2026
-next_event: Apr 19-24, 2027
+next_event: Apr 19-23, 2027
 abstract_deadline: May 7, 2026
 notification: Aug 21, 2026
 location: Rabat, Morocco
@@ -35,7 +35,7 @@ cfp_url: https://2027.eurosys.org/cfp.html
 | **Abstract deadline** | May 7, 2026 |
 | **Paper deadline** | May 14, 2026 |
 | **Notification** | Aug 21, 2026 |
-| **Event dates** | Apr 19-24, 2027 |
+| **Event dates** | Apr 19-23, 2027 |
 | **Location** | Rabat, Morocco |
 | **CFP** | [https://2027.eurosys.org/cfp.html](https://2027.eurosys.org/cfp.html) |
 | **Source** | `wikicfp:186524` |
--- a/site/content/cloud-edge/venues/conferences/SC/_index.md
+++ b/site/content/cloud-edge/venues/conferences/SC/_index.md
@@ -14,7 +14,7 @@ deadline_source: wikicfp:194274
 homepage: https://sc24.supercomputing.org/
 next_deadline: Apr 8, 2026
 abstract_deadline: Apr 1, 2026
-next_event: Nov 17-19, 2026
+next_event: Nov 15-20, 2026
 notification: Jul 1, 2026
 camera_ready: Aug 28, 2026
 location: Chicago, IL, USA
@@ -38,7 +38,7 @@ cfp_url: https://sc26.supercomputing.org/program/papers/
 | **Paper deadline** | Apr 8, 2026 |
 | **Notification** | Jul 1, 2026 |
 | **Camera-ready** | Aug 28, 2026 |
-| **Event dates** | Nov 17-19, 2026 |
+| **Event dates** | Nov 15-20, 2026 |
 | **Location** | Chicago, IL, USA |
 | **CFP** | [https://sc26.supercomputing.org/program/papers/](https://sc26.supercomputing.org/program/papers/) |
 | **Source** | `wikicfp:194274` |
--- a/site/content/cloud-edge/venues/conferences/_index.md
+++ b/site/content/cloud-edge/venues/conferences/_index.md
@@ -8,12 +8,12 @@ draft: false
 |---|---|---|---|---|---|---|---|---|---|
 | [OSDI](/cloud-edge/venues/conferences/osdi/) | USENIX Symposium on Operating Systems Design and Implementation | **A*** | `edge-and-cloud`, `operating-systems`, `distributed-systems` | Dec 4, 2025 | Dec 11, 2025 |  | Jul 13-15, 2026 | Seattle, WA, USA | 2 |
 | [SOSP](/cloud-edge/venues/conferences/sosp/) | ACM Symposium on Operating Systems Principles | **A*** | `edge-and-cloud`, `operating-systems`, `distributed-systems` | Mar 26, 2026 | Apr 1, 2026 | Jul 3, 2026 | Sep 29, 2026 - Oct 2, 2026 | Prague, Czechia | 2 |
-| [EuroSys](/cloud-edge/venues/conferences/eurosys/) | European Conference on Computer Systems | **A** | `edge-and-cloud`, `operating-systems`, `distributed-systems` | May 7, 2026 | May 14, 2026 | Aug 21, 2026 | Apr 19-24, 2027 | Rabat, Morocco | 2 |
+| [EuroSys](/cloud-edge/venues/conferences/eurosys/) | European Conference on Computer Systems | **A** | `edge-and-cloud`, `operating-systems`, `distributed-systems` | May 7, 2026 | May 14, 2026 | Aug 21, 2026 | Apr 19-23, 2027 | Rabat, Morocco | 2 |
 | [HPDC](/cloud-edge/venues/conferences/hpdc/) | IEEE International Symposium on High Performance Distributed Computing | **A** | `edge-and-cloud`, `hpc`, `distributed-systems` | Jan 29, 2026 | Feb 5, 2026 | Mar 31, 2026 | Jul 13, 2026 - Jul 16, 2026 | Cleveland, OH, USA | 2 |
 | [IPDPS](/cloud-edge/venues/conferences/ipdps/) | IEEE International Parallel and Distributed Processing Symposium | **A** | `edge-and-cloud`, `parallel-computing`, `distributed-systems` | Oct 2, 2025 | Oct 9, 2025 | Feb 2, 2026 | May 25, 2026 - May 29, 2026 | New Orleans, USA | 2 |
 | [Middleware](/cloud-edge/venues/conferences/middleware/) | ACM/IFIP/USENIX Middleware Conference | **A** | `edge-and-cloud`, `distributed-systems` | May 29, 2026 | Jun 5, 2026 | Aug 28, 2026 | Dec 14-18, 2026 | Tarragona, Spain | 2 |
 | [MobiSys](/cloud-edge/venues/conferences/mobisys/) | ACM International Conference on Mobile Systems, Applications, and Services | **A** | `edge-and-cloud`, `mobile-computing`, `edge-computing` | Nov 28, 2025 | Dec 5, 2025 | Mar 2, 2026 | Jun 22-24, 2026 |  | 2 |
-| [SC](/cloud-edge/venues/conferences/sc/) | International Conference for High Performance Computing, Networking, Storage and Analysis | **A** | `edge-and-cloud`, `hpc`, `distributed-systems` | Apr 1, 2026 | Apr 8, 2026 | Jul 1, 2026 | Nov 17-19, 2026 | Chicago, IL, USA | 2 |
+| [SC](/cloud-edge/venues/conferences/sc/) | International Conference for High Performance Computing, Networking, Storage and Analysis | **A** | `edge-and-cloud`, `hpc`, `distributed-systems` | Apr 1, 2026 | Apr 8, 2026 | Jul 1, 2026 | Nov 15-20, 2026 | Chicago, IL, USA | 2 |
 | [CCGrid](/cloud-edge/venues/conferences/ccgrid/) | IEEE/ACM International Symposium on Cluster, Cloud and Internet Computing | **B** | `edge-and-cloud`, `cloud-computing`, `hpc`, `distributed-systems` |  | Dec 21, 2025 | Feb 10, 2026 | May 18-21, 2026 | Sydney, Australia | 1 |
 | [ATC](/cloud-edge/venues/conferences/atc/) | ACM SIGOPS Annual Technical Conference | **C** | `edge-and-cloud`, `operating-systems`, `distributed-systems` |  | Jun 10, 2026 | Sep 18, 2026 | Nov 16-18, 2026 | Hong Kong | 2 |
 | [NSDI](/cloud-edge/venues/conferences/nsdi/) | USENIX Symposium on Networked Systems Design and Implementation | **National: USA** | `edge-and-cloud`, `networking`, `distributed-systems` | Sep 10, 2026 | Sep 17, 2026 | Dec 8, 2026 | May 11-13, 2027 | Providence, RI, USA | 2 |
--- a/site/content/cloud-edge/venues/journals/FGCS/_index.md
+++ b/site/content/cloud-edge/venues/journals/FGCS/_index.md
@@ -29,13 +29,6 @@ homepage: https://www.sciencedirect.com/journal/future-generation-computer-syste
 | **Website** | [https://www.sciencedirect.com/journal/future-generation-computer-systems](https://www.sciencedirect.com/journal/future-generation-computer-systems) |
 | **Latest digest** | [FGCS 2025](/cloud-edge/digests/fgcs-2025/) — 12 papers |

-## Special Issues
-
-| Title | Abstract | Paper deadline | Notification | Guest Editors |
-|---|---|---|---|---|
-| [Serverless Computing at the Edge](https://www.sciencedirect.com/journal/future-generation-computer-systems/call-for-papers) | Jul 31, 2026 | Sep 15, 2026 | Feb 2027 | Marco Serafini, Dimitrios Skarlatos |
-
-
 ## Previous Editions

 ### FGCS 2025
--- a/site/content/cloud-edge/venues/journals/TPDS/_index.md
+++ b/site/content/cloud-edge/venues/journals/TPDS/_index.md
@@ -29,13 +29,6 @@ homepage: https://www.computer.org/csdl/journal/td
 | **Website** | [https://www.computer.org/csdl/journal/td](https://www.computer.org/csdl/journal/td) |
 | **Latest digest** | [TPDS 2025](/cloud-edge/digests/tpds-2025/) — 12 papers |

-## Special Issues
-
-| Title | Abstract | Paper deadline | Notification | Guest Editors |
-|---|---|---|---|---|
-| [Edge AI Systems: Design and Optimization](https://www.computer.org/csdl/journal/td/call-for-papers) | Aug 15, 2026 | Sep 1, 2026 | Jan 2027 | Wei Zhang, Yong Cui, Jian Wang |
-
-
 ## Previous Editions

 ### TPDS 2025
--- a/site/data/cloud-edge/deadlines.yaml
+++ b/site/data/cloud-edge/deadlines.yaml
@@ -2,7 +2,7 @@ generated: '2026-08-17T16:18:08Z'
 deadlines:
  EuroSys:
    source: manual
-    event_dates: Apr 19-24, 2027
+    event_dates: Apr 19-23, 2027
    location: Rabat, Morocco
    abstract_deadline: May 7, 2026
    submission_deadline: May 14, 2026
@@ -51,7 +51,7 @@ deadlines:
    cfp_url: https://www.usenix.org/conference/nsdi27/call-for-papers
  SC:
    source: manual
-    event_dates: Nov 17-19, 2026
+    event_dates: Nov 15-20, 2026
    location: Chicago, IL, USA
    abstract_deadline: Apr 1, 2026
    submission_deadline: Apr 8, 2026
--- a/site/data/cloud-edge/papers/ATC-2024-candidates.yaml
+++ b/site/data/cloud-edge/papers/ATC-2024-candidates.yaml
@@ -260,7 +260,7 @@ papers:
  - Sergey Egorov
  - Gregory V. Chockler
  - Brijesh Dongol
-  - Dan O&apos;Keeffe
+  - Dan O'Keeffe
  - Sadegh Keshavarzi
  year: '2024'
  doi: null
@@ -540,7 +540,7 @@ papers:
  dblp_key: conf/usenix/LiGYWX24
  venue_name: USENIX ATC
  pages: 425-443
- title: 'Panorama: Optimizing Internet-scale Users&apos; Routes from End to End'
+- title: 'Panorama: Optimizing Internet-scale Users'' Routes from End to End'
  authors:
  - Geng Li
  - Shuihai Hu
@@ -693,7 +693,7 @@ papers:
  authors:
  - Harshad Shirwadkar
  - Saurabh Kadekodi
-  - Theodore Y. Ts&apos;o
+  - Theodore Y. Ts'o
  year: '2024'
  doi: null
  url: https://www.usenix.org/conference/atc24/presentation/shirwadkar
@@ -1083,8 +1083,8 @@ papers:
  dblp_key: conf/usenix/YuanLYZTCSZ24
  venue_name: USENIX ATC
  pages: 545-561
- title: Enhancing Resource Management of the World&apos;s Largest PCDN System for
-    On-Demand Video Streaming
+- title: Enhancing Resource Management of the World's Largest PCDN System for On-Demand
+    Video Streaming
  authors:
  - Ruixiao Zhang
  - Haiping Wang 0002
--- a/site/data/cloud-edge/papers/ATC-2024-digest.yaml
+++ b/site/data/cloud-edge/papers/ATC-2024-digest.yaml
@@ -8,8 +8,9 @@ papers:
  - Soo-Yee Lim
  - Xueyuan Han
  - Thomas Pasquier
-  reason: "Extends eBPF into the page-fault / prefetch path, giving user-space programs a safe, low-overhead hook to install custom hardware-prefetch policies without kernel modifications."
-
+  reason: Extends eBPF into the page-fault / prefetch path, giving user-space programs
+    a safe, low-overhead hook to install custom hardware-prefetch policies without
+    kernel modifications.
 - title: Fast (Trapless) Kernel Probes Everywhere
  authors:
  - Jinghao Jia
@@ -18,15 +19,17 @@ papers:
  - Dan Williams 0001
  - Hani Jamjoom
  - Tianyin Xu
-  reason: "Eliminates the trap-based overhead of kprobes by using binary rewriting to instrument kernel functions at near-zero cost, enabling always-on production tracing."
-
+  reason: Eliminates the trap-based overhead of kprobes by using binary rewriting
+    to instrument kernel functions at near-zero cost, enabling always-on production
+    tracing.
 - title: 'FBMM: Making Memory Management Extensible With Filesystems'
  authors:
  - Bijan Tabatabai
  - James Christopher Sorenson III
  - Michael M. Swift
-  reason: "Proposes delegating Linux virtual-memory management to filesystem drivers via a clean abstraction layer, opening the OS memory subsystem to the same extensibility that filesystems enjoy."
-
+  reason: Proposes delegating Linux virtual-memory management to filesystem drivers
+    via a clean abstraction layer, opening the OS memory subsystem to the same extensibility
+    that filesystems enjoy.
 - title: Limitations and Opportunities of Modern Hardware Isolation Mechanisms
  authors:
  - Xiangdong Chen
@@ -34,15 +37,18 @@ papers:
  - Tirth Jain
  - Vikram Narayanan
  - Anton Burtsev
-  reason: "Empirically evaluates Intel MPK, RISC-V sPMP, and related primitives and shows that their performance and safety properties diverge sharply from vendor claims, motivating a fresh look at hardware-assisted compartmentalization."
-
- title: 'FastCommit: resource-efficient, performant and cost-effective file system journaling'
+  reason: Empirically evaluates Intel MPK, RISC-V sPMP, and related primitives and
+    shows that their performance and safety properties diverge sharply from vendor
+    claims, motivating a fresh look at hardware-assisted compartmentalization.
+- title: 'FastCommit: resource-efficient, performant and cost-effective file system
+    journaling'
  authors:
  - Harshad Shirwadkar
  - Saurabh Kadekodi
-  - Theodore Y. Ts&apos;o
-  reason: "Redesigns ext4 journal commits to write only changed metadata deltas rather than full blocks, slashing journaling overhead while preserving crash consistency — and is already deployed in the Linux kernel."
-
+  - Theodore Y. Ts'o
+  reason: Redesigns ext4 journal commits to write only changed metadata deltas rather
+    than full blocks, slashing journaling overhead while preserving crash consistency
+    — and is already deployed in the Linux kernel.
 - title: 'ZMS: Zone Abstraction for Mobile Flash Storage'
  authors:
  - Joo Young Hwang
@@ -53,29 +59,33 @@ papers:
  - Seunghyun Choi
  - Sangyeun Cho
  - Youjip Won
-  reason: "Introduces a zone-based abstraction that exposes the append-only write semantics of mobile UFS flash to the OS, cutting write amplification and GC overhead by an order of magnitude on mobile workloads."
-
+  reason: Introduces a zone-based abstraction that exposes the append-only write semantics
+    of mobile UFS flash to the OS, cutting write amplification and GC overhead by
+    an order of magnitude on mobile workloads.
 - title: 'Ethane: An Asymmetric File System for Disaggregated Persistent Memory'
  authors:
  - Miao Cai 0001
  - Junru Shen
  - Baoliu Ye
-  reason: "Proposes a split-path file system design where reads bypass the server entirely and writes use lightweight logging, achieving near-DRAM read latency on disaggregated persistent memory."
-
+  reason: Proposes a split-path file system design where reads bypass the server entirely
+    and writes use lightweight logging, achieving near-DRAM read latency on disaggregated
+    persistent memory.
 - title: 'StreamCache: Revisiting Page Cache for File Scanning on Fast Storage Devices'
  authors:
  - Zhiyue Li
  - Guangyan Zhang
-  reason: "Demonstrates that the Linux page cache becomes a bottleneck — not a benefit — for sequential scans on NVMe SSDs, and replaces it with a lightweight streaming buffer that halves latency for analytical workloads."
-
+  reason: Demonstrates that the Linux page cache becomes a bottleneck — not a benefit
+    — for sequential scans on NVMe SSDs, and replaces it with a lightweight streaming
+    buffer that halves latency for analytical workloads.
 - title: 'PeRF: Preemption-enabled RDMA Framework'
  authors:
  - Sugi Lee
  - Mingyu Choi
  - Ikjun Yeom
  - Younghoon Kim
-  reason: "Adds fine-grained preemption to RDMA by intercepting work-queue operations at the NIC driver level, enabling priority isolation for latency-sensitive RPC traffic sharing a fabric with bulk transfers."
-
+  reason: Adds fine-grained preemption to RDMA by intercepting work-queue operations
+    at the NIC driver level, enabling priority isolation for latency-sensitive RPC
+    traffic sharing a fabric with bulk transfers.
 - title: 'OSMOSIS: Enabling Multi-Tenancy in Datacenter SmartNICs'
  authors:
  - Mikhail Khalilov
@@ -88,8 +98,9 @@ papers:
  - Daniele De Sensi
  - Luca Benini
  - Torsten Hoefler
-  reason: "Designs an OS-like resource manager for SmartNIC compute and memory that enforces tenant isolation and QoS, showing that shared-SmartNIC deployments are practical without sacrificing performance."
-
+  reason: Designs an OS-like resource manager for SmartNIC compute and memory that
+    enforces tenant isolation and QoS, showing that shared-SmartNIC deployments are
+    practical without sacrificing performance.
 - title: 'mmTLS: Scaling the Performance of Encrypted Network Traffic Inspection'
  authors:
  - Junghan Yoon
@@ -97,12 +108,16 @@ papers:
  - Duckwoo Kim
  - Taejoong Chung
  - KyoungSoo Park
-  reason: "Splits TLS session state across multiple cores using a novel sharding scheme, removing the per-connection serialization bottleneck in middlebox TLS inspection and achieving near-linear multi-core scaling."
-
- title: 'UniMem: Redesigning Disaggregated Memory within A Unified Local-Remote Memory Hierarchy'
+  reason: Splits TLS session state across multiple cores using a novel sharding scheme,
+    removing the per-connection serialization bottleneck in middlebox TLS inspection
+    and achieving near-linear multi-core scaling.
+- title: 'UniMem: Redesigning Disaggregated Memory within A Unified Local-Remote Memory
+    Hierarchy'
  authors:
  - Yijie Zhong
  - Minqiang Zhou
  - Zhirong Shen
  - Jiwu Shu
-  reason: "Collapses the local/remote memory distinction into a single unified hierarchy with a new page-placement runtime, achieving transparent memory disaggregation with significantly lower tail latency than prior CXL-based approaches."
+  reason: Collapses the local/remote memory distinction into a single unified hierarchy
+    with a new page-placement runtime, achieving transparent memory disaggregation
+    with significantly lower tail latency than prior CXL-based approaches.
--- a/site/data/cloud-edge/papers/ATC-2025-candidates.yaml
+++ b/site/data/cloud-edge/papers/ATC-2025-candidates.yaml
@@ -1312,7 +1312,7 @@ papers:
  dblp_key: conf/usenix/YuWCYLL0CNYD25
  venue_name: USENIX ATC
  pages: 597-612
- title: 'Internet Connection Splitting: What&apos;s Old is New Again'
+- title: 'Internet Connection Splitting: What''s Old is New Again'
  authors:
  - Gina Yuan
  - Thea Rossman
--- a/site/data/cloud-edge/papers/CCGrid-2024-candidates.yaml
+++ b/site/data/cloud-edge/papers/CCGrid-2024-candidates.yaml
@@ -259,7 +259,7 @@ papers:
  - Marc Michalke
  - Admela Jukan
  - Xavi Masip-Bruin
-  - Francesco D&apos;Andria
+  - Francesco D'Andria
  year: '2024'
  doi: 10.1109/CCGRID59990.2024.00048
  url: https://doi.org/10.1109/CCGrid59990.2024.00048
@@ -466,7 +466,7 @@ papers:
  dblp_key: conf/ccgrid/Hang0XLW24
  venue_name: CCGrid
  pages: 255-265
- title: 'Zerologon Explored: In-Depth Analysis and Mitigation Strategies for Microsoft&apos;s
+- title: 'Zerologon Explored: In-Depth Analysis and Mitigation Strategies for Microsoft''s
    Critical Vulnerability'
  authors:
  - Hongxiang He
@@ -619,7 +619,7 @@ papers:
  dblp_key: conf/ccgrid/KathiraveluB24
  venue_name: CCGridW
  pages: 104-111
- title: 'Workflow Mini-Apps: Portable, Scalable, Tunable &amp; Faithful Representations
+- title: 'Workflow Mini-Apps: Portable, Scalable, Tunable & Faithful Representations
    of Scientific Workflows'
  authors:
  - Ozgur O. Kilic
@@ -723,7 +723,7 @@ papers:
  authors:
  - Vincent Lannurien
  - Camélia Slimani
-  - Laurent d&apos;Orazio
+  - Laurent d'Orazio
  - Olivier Barais
  - Stéphane Paquelet
  - Jalil Boukhobza
@@ -733,8 +733,8 @@ papers:
  dblp_key: conf/ccgrid/LannurienSdBPB24
  venue_name: CCGrid
  pages: 587-597
- title: 'FTTN: Feature-Targeted Testing for Numerical Properties of NVIDIA &amp;
-    AMD Matrix Accelerators'
+- title: 'FTTN: Feature-Targeted Testing for Numerical Properties of NVIDIA & AMD
+    Matrix Accelerators'
  authors:
  - Xinyi Li
  - Ang Li 0006
@@ -807,7 +807,7 @@ papers:
  dblp_key: conf/ccgrid/LimKL24
  venue_name: CCGrid
  pages: 178-188
- title: 'CINDA: Don&apos;t Ignore Instructions When Cloning Memory Access Behavior'
+- title: 'CINDA: Don''t Ignore Instructions When Cloning Memory Access Behavior'
  authors:
  - Wenhai Lin
  - Yiquan Chen
--- a/site/data/cloud-edge/papers/FGCS-2024-candidates.yaml
+++ b/site/data/cloud-edge/papers/FGCS-2024-candidates.yaml
@@ -103,8 +103,8 @@ papers:
  dblp_key: journals/fgcs/AkyildizOKO24
  venue_name: Future Gener. Comput. Syst.
  pages: 157-167
- title: EleVMate - A data-driven approach for &apos;on-the-fly&apos; horizontal small
-    datacentre scalability and VM starvation
+- title: EleVMate - A data-driven approach for 'on-the-fly' horizontal small datacentre
+    scalability and VM starvation
  authors:
  - Asma AlKhalaf
  - Farookh Khadeer Hussain
@@ -512,7 +512,7 @@ papers:
  authors:
  - Tullio Basaglia
  - Zane W. Bell
-  - Daniele D&apos;Agostino
+  - Daniele D'Agostino
  - Paul V. Dressendorfer
  - Simone Giani
  - Maria Grazia Pia
@@ -1058,9 +1058,9 @@ papers:
  dblp_key: journals/fgcs/ChhetriDVFSD24
  venue_name: Future Gener. Comput. Syst.
  pages: 164-179
- title: Retraction Notice to &quot;An Enhanced Consortium Blockchain Diversity Mining
-    Technique for IoT Metadata Aggregation&quot; [Future Generation Computer Systems
-    152 (2023) 239-253] / 7046
+- title: Retraction Notice to "An Enhanced Consortium Blockchain Diversity Mining
+    Technique for IoT Metadata Aggregation" [Future Generation Computer Systems 152
+    (2023) 239-253] / 7046
  authors: []
  year: '2024'
  doi: 10.1016/J.FUTURE.2024.05.012
@@ -1206,7 +1206,7 @@ papers:
  dblp_key: journals/fgcs/DengWZLLL24
  venue_name: Future Gener. Comput. Syst.
  pages: 835-843
- title: Survey and insights on digital twins design and smart grid&apos;s applications
+- title: Survey and insights on digital twins design and smart grid's applications
  authors:
  - Sonia Djebali
  - Guillaume Guérard
@@ -1512,7 +1512,7 @@ papers:
  venue_name: Future Gener. Comput. Syst.
  pages: 39-52
 - title: 'ColabNAS: Obtaining lightweight task-specific convolutional neural networks
-    following Occam&apos;s razor'
+    following Occam''s razor'
  authors:
  - Andrea Mattia Garavagno
  - Daniele Leonardis
@@ -2435,7 +2435,7 @@ papers:
  dblp_key: journals/fgcs/KurlejAO24
  venue_name: Future Gener. Comput. Syst.
  pages: 654-665
- title: 'CLAID: Closing the Loop on AI &amp; Data Collection - A cross-platform transparent
+- title: 'CLAID: Closing the Loop on AI & Data Collection - A cross-platform transparent
    computing middleware framework for smart edge-cloud and digital biomarker applications'
  authors:
  - Patrick Langer
@@ -2472,9 +2472,9 @@ papers:
  dblp_key: journals/fgcs/LeeWHW24
  venue_name: Future Gener. Comput. Syst.
  pages: 333-342
- title: Retraction notice to &quot;Research on agricultural supply chain system with
-    double chain architecture based on blockchain technology&quot; [Future Generation
-    Computer Systems 86 (2018) 641-649]
+- title: Retraction notice to "Research on agricultural supply chain system with double
+    chain architecture based on blockchain technology" [Future Generation Computer
+    Systems 86 (2018) 641-649]
  authors: []
  year: '2024'
  doi: 10.1016/J.FUTURE.2023.10.001
@@ -3162,8 +3162,8 @@ papers:
  dblp_key: journals/fgcs/LuszczekAAST24
  venue_name: Future Gener. Comput. Syst.
  pages: 359-374
- title: Retraction notice to &quot;Intelligent Edge Computing Based on Machine Learning
-    for Smart City&quot; [Future Generation Computer Systems 115 (2020) 90-99]
+- title: Retraction notice to "Intelligent Edge Computing Based on Machine Learning
+    for Smart City" [Future Generation Computer Systems 115 (2020) 90-99]
  authors: []
  year: '2024'
  doi: 10.1016/J.FUTURE.2024.04.045
@@ -3194,7 +3194,7 @@ papers:
  dblp_key: journals/fgcs/MaGB24
  venue_name: Future Gener. Comput. Syst.
  pages: 251-265
- title: Connected vehicles&apos; dynamic route planning based on reinforcement learning
+- title: Connected vehicles' dynamic route planning based on reinforcement learning
  authors:
  - Kanghua Ma
  - Shubing Liao
@@ -3257,9 +3257,9 @@ papers:
  dblp_key: journals/fgcs/MahdaviTHA24
  venue_name: Future Gener. Comput. Syst.
  pages: 115-126
- title: Corrigendum to &quot;IoT-friendly, pre-computed and outsourced attribute
-    based encryption&quot; [Future Generation Computer Systems (FGCS) volume 150 (2024)
-    115-126/ FGCS-D-23-00424]
+- title: Corrigendum to "IoT-friendly, pre-computed and outsourced attribute based
+    encryption" [Future Generation Computer Systems (FGCS) volume 150 (2024) 115-126/
+    FGCS-D-23-00424]
  authors:
  - Mahdi Mahdavi
  - Mohammad Hesam Tadayon
@@ -3340,7 +3340,7 @@ papers:
  authors:
  - Moreno Marzolla
  - Giovanni Birolo
-  - Gabriele D&apos;Angelo
+  - Gabriele D'Angelo
  - Piero Fariselli
  year: '2024'
  doi: 10.1016/J.FUTURE.2024.05.039
@@ -3432,7 +3432,7 @@ papers:
  authors:
  - Giovanni Merlino
  - Giuseppe Tricomi
-  - Luca D&apos;Agati
+  - Luca D'Agati
  - Zakaria Benomar
  - Francesco Longo 0001
  - Antonio Puliafito
@@ -5607,8 +5607,8 @@ papers:
  dblp_key: journals/fgcs/WeiLJLZZHZHWLYC24
  venue_name: Future Gener. Comput. Syst.
  pages: 901-917
- title: 'DUAL-C: Building a &quot;soft error efficient&quot; on-the-fly compression
-    mechanism for raw video data at edge devices'
+- title: 'DUAL-C: Building a "soft error efficient" on-the-fly compression mechanism
+    for raw video data at edge devices'
  authors:
  - Xiaohui Wei 0002
  - Xiaonan Wang
@@ -6048,7 +6048,7 @@ papers:
  dblp_key: journals/fgcs/YangYWHXL24
  venue_name: Future Gener. Comput. Syst.
  pages: 30-41
- title: 'SolsDB: Solve the Ethereum&apos;s bottleneck caused by storage engine'
+- title: 'SolsDB: Solve the Ethereum''s bottleneck caused by storage engine'
  authors:
  - Cuihua Yang
  - Fangning Yang
--- a/site/data/cloud-edge/papers/FGCS-2025-candidates.yaml
+++ b/site/data/cloud-edge/papers/FGCS-2025-candidates.yaml
@@ -324,8 +324,8 @@ papers:
  dblp_key: journals/fgcs/BedogniC25
  venue_name: Future Gener. Comput. Syst.
  pages: '107736'
- title: Fluid Computing &amp; Digital Twins for intelligent interoperability in the
-    IoT ecosystem
+- title: Fluid Computing & Digital Twins for intelligent interoperability in the IoT
+    ecosystem
  authors:
  - Luca Bedogni
  - Marco Mamei
@@ -455,7 +455,7 @@ papers:
  dblp_key: journals/fgcs/BurguenoRomeroBA25
  venue_name: Future Gener. Comput. Syst.
  pages: '107499'
- title: 'Evaluation of Juliana Tool: A translator for Julia&apos;s CUDA.jl code into
+- title: 'Evaluation of Juliana Tool: A translator for Julia''s CUDA.jl code into
    KernelAbstraction.jl'
  authors:
  - Enrique de la Calle
@@ -1096,7 +1096,7 @@ papers:
 - title: Underwater Mediterranean image analysis based on the compute continuum paradigm
  authors:
  - Michele Ferrari
-  - Daniele D&apos;Agostino
+  - Daniele D'Agostino
  - Jacopo Aguzzi
  - Simone Marini
  year: '2025'
@@ -2881,7 +2881,7 @@ papers:
  - Aidan H. Chadha
  - Mohamed Wahib
  - Klaus Weide
-  - Jared P. O&apos;Neal
+  - Jared P. O'Neal
  - Anshu Dubey
  year: '2025'
  doi: 10.1016/J.FUTURE.2024.107511
--- a/site/data/cloud-edge/papers/HPDC-2025-candidates.yaml
+++ b/site/data/cloud-edge/papers/HPDC-2025-candidates.yaml
@@ -189,7 +189,7 @@ papers:
  dblp_key: conf/hpdc/FaroM025
  venue_name: HPDC
  pages: 47:1-47:9
- title: Scaling Grover&apos;s Search for Large Solution Spaces
+- title: Scaling Grover's Search for Large Solution Spaces
  authors:
  - Simone Faro
  - Francesco Pio Marino
--- a/site/data/cloud-edge/papers/IC-2024-candidates.yaml
+++ b/site/data/cloud-edge/papers/IC-2024-candidates.yaml
@@ -348,7 +348,7 @@ papers:
    Orchestration Policies'
  authors:
  - Vincent Lannurien
-  - Laurent d&apos;Orazio
+  - Laurent d'Orazio
  - Olivier Barais
  - Stéphane Paquelet
  - Jalil Boukhobza
--- a/site/data/cloud-edge/papers/IC-2025-candidates.yaml
+++ b/site/data/cloud-edge/papers/IC-2025-candidates.yaml
@@ -335,7 +335,7 @@ papers:
  authors:
  - Abhishek Mandal
  - Rajitha Ramanayake
-  - Owen O&apos;Neill
+  - Owen O'Neill
  - William Flanagan
  - Nabeel Kemal
  - Mehdi Yekrangi
--- a/site/data/cloud-edge/papers/IPDPS-2024-candidates.yaml
+++ b/site/data/cloud-edge/papers/IPDPS-2024-candidates.yaml
@@ -785,7 +785,7 @@ papers:
  pages: 600-607
 - title: Exploring Large Language Models for Verilog Hardware Design Generation
  authors:
-  - Erik H. D&apos;Hollander
+  - Erik H. D'Hollander
  - Ewout Danneels
  - Karel-Brecht Decorte
  - Senne Loobuyck
@@ -1803,7 +1803,7 @@ papers:
  dblp_key: conf/ipps/LaukemannGHOW24
  venue_name: IPDPS
  pages: 350-360
- title: 'GrOUT: Transparent Scale-Out to Overcome UVM&apos;s Oversubscription Slowdowns'
+- title: 'GrOUT: Transparent Scale-Out to Overcome UVM''s Oversubscription Slowdowns'
  authors:
  - Ian Di Dio Lavore
  - Davide Maffi
@@ -2489,8 +2489,7 @@ papers:
  dblp_key: conf/ipps/PappAKY24
  venue_name: IPDPS
  pages: 1169-1171
- title: 'HCW 2024 Keynote: Hetero: Where we&apos;ve been, Where we are, and What
-    Next?'
+- title: 'HCW 2024 Keynote: Hetero: Where we''ve been, Where we are, and What Next?'
  authors:
  - Yale N. Patt
  year: '2024'
@@ -2499,7 +2498,7 @@ papers:
  dblp_key: conf/ipps/Patt24
  venue_name: IPDPS
  pages: '5'
- title: 'Hetero: Where we&apos;ve been, Where we are, and What Next?'
+- title: 'Hetero: Where we''ve been, Where we are, and What Next?'
  authors:
  - Yale N. Patt
  year: '2024'
--- a/site/data/cloud-edge/papers/IPDPS-2025-candidates.yaml
+++ b/site/data/cloud-edge/papers/IPDPS-2025-candidates.yaml
@@ -913,7 +913,7 @@ papers:
 - title: 'Edge SpAIce: Deep Learning Deployment Pipeline for Onboard Data Reduction
    on Satellite FPGAs'
  authors:
-  - Noemi D&apos;Abbondanza
+  - Noemi D'Abbondanza
  - Stylianos Tzelepis
  - Nicolò Ghielmetti
  - Ioannis Kakogeorgiou
@@ -934,7 +934,7 @@ papers:
  pages: 1243-1249
 - title: Toward Efficient Asynchronous Single-Source Shortest Path
  authors:
-  - Marco D&apos;Antonio
+  - Marco D'Antonio
  - Son Thai Mai
  - Hans Vandierendonck
  year: '2025'
@@ -1014,7 +1014,7 @@ papers:
  dblp_key: conf/ipps/DijkZVP25
  venue_name: IPDPS
  pages: 405-412
- title: Streamlining HDF5&apos;s AI Workloads Benchmarking
+- title: Streamlining HDF5's AI Workloads Benchmarking
  authors:
  - Dlyaver Djebarov
  - Radita Liem
@@ -1854,7 +1854,7 @@ papers:
  dblp_key: conf/ipps/LanghammerBB25
  venue_name: IPDPS
  pages: 1228-1235
- title: 'FlowForecaster: Automatically Inferring Detailed &amp; Interpretable Workflow
+- title: 'FlowForecaster: Automatically Inferring Detailed & Interpretable Workflow
    Scaling Models for Forecasts'
  authors:
  - Hyungro Lee
@@ -2498,7 +2498,7 @@ papers:
 - title: Improving energy efficiency of HPC applications using unbalanced GPU power
    capping
  authors:
-  - Albert d&apos;Aviau de Piolant
+  - Albert d'Aviau de Piolant
  - Hayfa Tayeb
  - Bérenger Bramas
  - Mathieu Faverge
@@ -2979,7 +2979,7 @@ papers:
  dblp_key: conf/ipps/Sousa25
  venue_name: IPDPS
  pages: 650-657
- title: 'ARTEMIS: Adaptive Real-Time Task Execution &amp; Management in Heterogeneous
+- title: 'ARTEMIS: Adaptive Real-Time Task Execution & Management in Heterogeneous
    Systems'
  authors:
  - Tom Springer
--- a/site/data/cloud-edge/papers/JPDC-2024-candidates.yaml
+++ b/site/data/cloud-edge/papers/JPDC-2024-candidates.yaml
@@ -865,9 +865,8 @@ papers:
  dblp_key: journals/jpdc/MahajanN24
  venue_name: J. Parallel Distributed Comput.
  pages: '104790'
- title: '3D DFT by block tensor-matrix multiplication via a modified Cannon&apos;s
-    algorithm: Implementation and scaling on distributed-memory clusters with fat
-    tree networks'
+- title: '3D DFT by block tensor-matrix multiplication via a modified Cannon''s algorithm:
+    Implementation and scaling on distributed-memory clusters with fat tree networks'
  authors:
  - Nitin Malapally
  - Viacheslav Bolnykh
@@ -1180,9 +1179,8 @@ papers:
  dblp_key: journals/jpdc/SarrocaA24
  venue_name: J. Parallel Distributed Comput.
  pages: '104764'
- title: 'Corrigendum to &quot;MLLess: Achieving Cost Efficiency in Serverless Machine
-    Learning Training&quot; [Journal of Parallel and Distributed Computing 183 (2024)
-    104764]'
+- title: 'Corrigendum to "MLLess: Achieving Cost Efficiency in Serverless Machine
+    Learning Training" [Journal of Parallel and Distributed Computing 183 (2024) 104764]'
  authors:
  - Pablo Gimeno Sarroca
  - Marc Sánchez Artigas
@@ -1607,7 +1605,7 @@ papers:
  authors:
  - Alberto Zeni
  - Emanuele Del Sozzo
-  - Eleonora D&apos;Arnese
+  - Eleonora D'Arnese
  - Davide Conficconi
  - Marco D. Santambrogio
  year: '2024'
--- a/site/data/cloud-edge/papers/JPDC-2025-candidates.yaml
+++ b/site/data/cloud-edge/papers/JPDC-2025-candidates.yaml
@@ -555,7 +555,7 @@ papers:
  dblp_key: journals/jpdc/JarlowSP25
  venue_name: J. Parallel Distributed Comput.
  pages: '105134'
- title: Editor&apos;s note
+- title: Editor's note
  authors:
  - Ananth Kalyanaraman
  year: '2025'
@@ -880,7 +880,7 @@ papers:
  authors:
  - Lorenzo Petrosino
  - Luigi Masi
-  - Federico D&apos;Antoni
+  - Federico D'Antoni
  - Mario Merone
  - Luca Vollero
  year: '2025'
@@ -1096,8 +1096,7 @@ papers:
  dblp_key: journals/jpdc/ShenoiA25
  venue_name: J. Parallel Distributed Comput.
  pages: '105090'
- title: Hands-on parallel &amp; distributed computing with Raspberry Pi devices and
-    clusters
+- title: Hands-on parallel & distributed computing with Raspberry Pi devices and clusters
  authors:
  - Elizabeth Shoop
  - Suzanne J. Matthews
--- a/site/data/cloud-edge/papers/Middleware-2024-candidates.yaml
+++ b/site/data/cloud-edge/papers/Middleware-2024-candidates.yaml
@@ -649,8 +649,7 @@ papers:
  dblp_key: conf/middleware/ThevenonNLTO24
  venue_name: Middleware
  pages: 225-237
- title: '&quot;Back to the Byte&quot;: Towards Byte-oriented Semantics for Streaming
-    Storage'
+- title: '"Back to the Byte": Towards Byte-oriented Semantics for Streaming Storage'
  authors:
  - Raúl Gracia Tinedo
  - Flavio Junqueira
--- a/site/data/cloud-edge/papers/Middleware-2025-candidates.yaml
+++ b/site/data/cloud-edge/papers/Middleware-2025-candidates.yaml
@@ -297,8 +297,8 @@ papers:
  dblp_key: conf/middleware/MarcelinoPN25
  venue_name: Middleware
  pages: 354-368
- title: 'Message Size Matters: AlterBFT&apos;s Approach to Practical Synchronous
-    BFT in Public Clouds'
+- title: 'Message Size Matters: AlterBFT''s Approach to Practical Synchronous BFT
+    in Public Clouds'
  authors:
  - Nenad Milosevic
  - Daniel Cason
--- a/site/data/cloud-edge/papers/MobiSys-2024-candidates.yaml
+++ b/site/data/cloud-edge/papers/MobiSys-2024-candidates.yaml
@@ -396,8 +396,7 @@ papers:
  dblp_key: conf/mobisys/FuZLQ0WWL0Z24
  venue_name: MobiSys
  pages: 492-504
- title: 'Why E.T. Can&apos;t Phone Home: A Global View on IP-based Geoblocking at
-    VoWiFi'
+- title: 'Why E.T. Can''t Phone Home: A Global View on IP-based Geoblocking at VoWiFi'
  authors:
  - Gabriel K. Gegenhuber
  - Philipp É. Frenzel
@@ -427,7 +426,7 @@ papers:
  dblp_key: conf/mobisys/GokarnM24
  venue_name: MobiSys
  pages: 672-673
- title: 'Demo: &quot;MiRRoR&quot;: Mixed-Reality of Robust Rendering'
+- title: 'Demo: "MiRRoR": Mixed-Reality of Robust Rendering'
  authors:
  - Daisuke Goto
  - Soko Aoki
@@ -440,7 +439,7 @@ papers:
  dblp_key: conf/mobisys/GotoATON24
  venue_name: MobiSys
  pages: 592-593
- title: 'Poster: Leveraging Apple&apos;s Find My Network for Large-Scale Distributed
+- title: 'Poster: Leveraging Apple''s Find My Network for Large-Scale Distributed
    Sensing'
  authors:
  - Max Granzow
@@ -549,7 +548,7 @@ papers:
  venue_name: MobiSys
  pages: 654-655
 - title: 'LimitNet: Progressive, Content-Aware Image Offloading for Extremely Weak
-    Devices &amp; Networks'
+    Devices & Networks'
  authors:
  - Ali Hojjat
  - Janek Haberer
@@ -585,7 +584,7 @@ papers:
  dblp_key: conf/mobisys/ImranAKS24
  venue_name: MobiSys
  pages: 628-629
- title: Automated Detection of Cryptographic Inconsistencies in Android&apos;s Keymaster
+- title: Automated Detection of Cryptographic Inconsistencies in Android's Keymaster
    Implementations
  authors:
  - Abdullah Imran
@@ -1224,7 +1223,7 @@ papers:
  dblp_key: conf/mobisys/RizkFUY24
  venue_name: MobiSys
  pages: 744-745
- title: 'Poster: Listening to Earth&apos;s Voice: Advanced Vehicle Recognition through
+- title: 'Poster: Listening to Earth''s Voice: Advanced Vehicle Recognition through
    Seismic Sensing'
  authors:
  - Hamada Rizk
--- a/site/data/cloud-edge/papers/MobiSys-2025-candidates.yaml
+++ b/site/data/cloud-edge/papers/MobiSys-2025-candidates.yaml
@@ -740,7 +740,7 @@ papers:
  - Devanshu Brahmbhatt
  - Yilun Xu
  - Gang Huang
-  - Phuc &quot;VP&quot; Nguyen
+  - Phuc "VP" Nguyen
  year: '2025'
  doi: 10.1145/3711875.3737657
  url: https://doi.org/10.1145/3711875.3737657
@@ -1083,8 +1083,8 @@ papers:
  dblp_key: conf/mobisys/Srinivasavaradhan25
  venue_name: MobiSys
  pages: 651-652
- title: 'CAMPrints: Leveraging the &quot;Fingerprints&quot; of Digital Cameras to
-    Combat Image Theft'
+- title: 'CAMPrints: Leveraging the "Fingerprints" of Digital Cameras to Combat Image
+    Theft'
  authors:
  - Bangjie Sun
  - Mun Choon Chan
--- a/site/data/cloud-edge/papers/NSDI-2024-candidates.yaml
+++ b/site/data/cloud-edge/papers/NSDI-2024-candidates.yaml
@@ -441,8 +441,8 @@ papers:
  dblp_key: conf/nsdi/DuanSMXL0ZJ24
  venue_name: NSDI
  pages: null
- title: 'Passengers&apos; Safety Matters: Experiences of Deploying a Large-Scale
-    Indoor Delivery Monitoring System'
+- title: 'Passengers'' Safety Matters: Experiences of Deploying a Large-Scale Indoor
+    Delivery Monitoring System'
  authors:
  - Xiubin Fan
  - Zhongming Lin
@@ -1440,7 +1440,7 @@ papers:
  dblp_key: conf/nsdi/WoodersL0MG0S24
  venue_name: NSDI
  pages: 281-296
- title: 'Can&apos;t Be Late: Optimizing Spot Instance Savings under Deadlines'
+- title: 'Can''t Be Late: Optimizing Spot Instance Savings under Deadlines'
  authors:
  - Zhanghao Wu
  - Wei-Lin Chiang
@@ -1568,7 +1568,7 @@ papers:
  dblp_key: conf/nsdi/ZengLCTW0024
  venue_name: NSDI
  pages: null
- title: 'Zombie: Middleboxes that Don&apos;t Snoop'
+- title: 'Zombie: Middleboxes that Don''t Snoop'
  authors:
  - Collin Zhang
  - Zachary DeStefano
@@ -1737,7 +1737,7 @@ papers:
  dblp_key: conf/nsdi/ZhouWWWHWWCJWLX24
  venue_name: NSDI
  pages: null
- title: 'Resiliency at Scale: Managing Google&apos;s TPUv4 Machine Learning Supercomputer'
+- title: 'Resiliency at Scale: Managing Google''s TPUv4 Machine Learning Supercomputer'
  authors:
  - Yazhou Zu
  - Alireza Ghaffarkhah
--- a/site/data/cloud-edge/papers/OSDI-2025-candidates.yaml
+++ b/site/data/cloud-edge/papers/OSDI-2025-candidates.yaml
@@ -623,7 +623,7 @@ papers:
  dblp_key: conf/osdi/Wang0WZLX25
  venue_name: OSDI
  pages: 57-74
- title: To PRI or Not To PRI, That&apos;s the question
+- title: To PRI or Not To PRI, That's the question
  authors:
  - Yun Wang 0039
  - Liang Chen
--- a/site/data/cloud-edge/papers/SC-2024-candidates.yaml
+++ b/site/data/cloud-edge/papers/SC-2024-candidates.yaml
@@ -470,7 +470,7 @@ papers:
  dblp_key: conf/sc/AugonnetASG24
  venue_name: SC
  pages: null
- title: System-Wide Roofline Profiling -a Case Study on NERSC&apos;s Perlmutter Supercomputer
+- title: System-Wide Roofline Profiling -a Case Study on NERSC's Perlmutter Supercomputer
  authors:
  - Brian Austin
  - Dhruva Kulkarni
@@ -648,7 +648,7 @@ papers:
  dblp_key: conf/sc/BrimDMEM24
  venue_name: SC Workshops
  pages: 2072-2079
- title: 'Sustainable AI: Experiences, Challenges &amp; Recommendations'
+- title: 'Sustainable AI: Experiences, Challenges & Recommendations'
  authors:
  - Eleanor Broadway
  - Joseph K. L. Lee
@@ -758,7 +758,7 @@ papers:
  dblp_key: conf/sc/CaoKI24
  venue_name: SC Workshops
  pages: 1781-1788
- title: Portability of Fortran&apos;s &apos;do concurrent&apos; on GPUs
+- title: Portability of Fortran's 'do concurrent' on GPUs
  authors:
  - Ronald M. Caplan
  - Miko M. Stulajter
@@ -1502,7 +1502,7 @@ papers:
  dblp_key: conf/sc/HaZKHR024
  venue_name: SC
  pages: null
- title: Integrating ORNL&apos;s HPC and Neutron Facilities with a Performance-Portable
+- title: Integrating ORNL's HPC and Neutron Facilities with a Performance-Portable
    CPU/GPU Ecosystem
  authors:
  - Steven E. Hahn
@@ -3084,7 +3084,7 @@ papers:
  dblp_key: conf/sc/PichettiSSNCTPA24
  venue_name: SC Workshops
  pages: 869-875
- title: 'SANReN&apos;s 100 Gbps Data Transfer Service: Transferring data fast!'
+- title: 'SANReN''s 100 Gbps Data Transfer Service: Transferring data fast!'
  authors:
  - Kasandra Pillay
  - Johann Hugo
@@ -3354,7 +3354,7 @@ papers:
  dblp_key: conf/sc/RuhelaCMDLLCLMZ24
  venue_name: SC Workshops
  pages: 558-566
- title: Predicting Protein Folding on Intel&apos;s Data Center GPU Max Series Architecture
+- title: Predicting Protein Folding on Intel's Data Center GPU Max Series Architecture
    (PVC)
  authors:
  - Dhani Ruhela
@@ -3534,7 +3534,7 @@ papers:
  dblp_key: conf/sc/SchiefferSMHFP24
  venue_name: SC Workshops
  pages: 567-576
- title: 'Recent Linux Improvements that Impact TCP Throughput: Insights from R&amp;E
+- title: 'Recent Linux Improvements that Impact TCP Throughput: Insights from R&E
    Networks'
  authors:
  - Marcos F. Schwarz
@@ -4473,7 +4473,7 @@ papers:
  - Joshua Einstein-Curtis
  - Paul Moeller
  - Robert Nagler
-  - Raven O&apos;Rourke
+  - Raven O'Rourke
  - Nathan Cook
  - Maksim S. Rakitin
  year: '2024'
@@ -4691,7 +4691,7 @@ papers:
  venue_name: SC Workshops
  pages: 1732-1739
 - title: 'Accurate and Convenient Energy Measurements for GPUs: A Detailed Study of
-    NVIDIA GPU&apos;s Built-In Power Sensor'
+    NVIDIA GPU''s Built-In Power Sensor'
  authors:
  - Zeyu Yang
  - Karel Adámek
--- a/site/data/cloud-edge/papers/SC-2025-candidates.yaml
+++ b/site/data/cloud-edge/papers/SC-2025-candidates.yaml
@@ -7,7 +7,7 @@ papers:
  authors:
  - Chao Jin 0001
  - David Abramson 0001
-  - Mo&apos;ath Qutaish
+  - Mo'ath Qutaish
  - Mark Endrei
  - Bronis R. de Supinski
  year: '2025'
@@ -204,7 +204,7 @@ papers:
  dblp_key: conf/sc/0002KRT25
  venue_name: SC
  pages: 855-869
- title: 'Programmer productivity and performance on AMD&apos;s AI Engines: Offloading
+- title: 'Programmer productivity and performance on AMD''s AI Engines: Offloading
    Fortran intrinsics via MLIR a case-study'
  authors:
  - Nick Brown 0002
@@ -592,7 +592,7 @@ papers:
  venue_name: SC Workshops
  pages: 151-162
 - title: 'On the integration of lightweight tasks with MPI using the C++26 std: :
-    execution &apos;Senders&apos; API'
+    execution ''Senders'' API'
  authors:
  - John Biddiscombe
  - Mikael Simberg
@@ -633,7 +633,7 @@ papers:
  dblp_key: conf/sc/BohannonYDCM25
  venue_name: SC Workshops
  pages: 249-258
- title: Lowering and Runtime Support for Fortran&apos;s Multi-Image Parallel Features
+- title: Lowering and Runtime Support for Fortran's Multi-Image Parallel Features
    using LLVM Flang, PRIF, and Caffeine
  authors:
  - Dan Bonachea
@@ -833,8 +833,8 @@ papers:
  dblp_key: conf/sc/CaoKI25
  venue_name: SC Workshops
  pages: 1943-1950
- title: 'What to Support When You&apos;re Compressing: The State of Practice Gaps
-    and Opportunities for Scientific Data Compression'
+- title: 'What to Support When You''re Compressing: The State of Practice Gaps and
+    Opportunities for Scientific Data Compression'
  authors:
  - Franck Cappello
  - Robert Underwood
@@ -845,7 +845,7 @@ papers:
  - Kyle Chard
  - Sheng Di
  - Kyle Gerard Felker
-  - Paul Christopher O&apos;Grady
+  - Paul Christopher O'Grady
  - Hanqi Guo 0001
  - Yafan Huang
  - Peng Jiang 0004
@@ -1179,7 +1179,7 @@ papers:
 - title: 'Wasp: Efficient Asynchronous Single-Source Shortest Path on Multicore Systems
    via Work Stealing'
  authors:
-  - Marco D&apos;Antonio
+  - Marco D'Antonio
  - Son Thai Mai
  - Philippas Tsigas
  - Hans Vandierendonck
@@ -2094,7 +2094,7 @@ papers:
  dblp_key: conf/sc/HeCKWM25
  venue_name: SC Workshops
  pages: 1743-1750
- title: 'StraGCN: GPU-Accelerated Strassen&apos;s Sparse-Dense Matrix Multiplication
+- title: 'StraGCN: GPU-Accelerated Strassen''s Sparse-Dense Matrix Multiplication
    for Graph Convolutional Network Training'
  authors:
  - Weidong He
@@ -2800,8 +2800,7 @@ papers:
  dblp_key: conf/sc/Koch25
  venue_name: SC
  pages: '2318'
- title: Is it an HPC Workflow Assistant? Is it a Framework? It&apos;s Drona Workflow
-    Engine
+- title: Is it an HPC Workflow Assistant? Is it a Framework? It's Drona Workflow Engine
  authors:
  - Andrii Kryvenko
  - Duy Pham
@@ -3029,7 +3028,7 @@ papers:
  - Larry Kaplan
  - Srinath Vadlamani
  - Timothy I. Mattox
-  - Trent D&apos;Hooge
+  - Trent D'Hooge
  - Brian Behlendorf
  - Nathan Hanford
  - Ramesh Pankajakshan
@@ -3763,7 +3762,7 @@ papers:
  dblp_key: conf/sc/Oden25
  venue_name: SC Workshops
  pages: 359-366
- title: 'Towards Efficient Load Balancing BFS on GPUs: One Code for AMD, Intel &amp;
+- title: 'Towards Efficient Load Balancing BFS on GPUs: One Code for AMD, Intel &
    Nvidia'
  authors:
  - Kaan Olgu
@@ -4253,7 +4252,7 @@ papers:
  dblp_key: conf/sc/RosasEI25
  venue_name: SC Workshops
  pages: 553-559
- title: AI Agents for Enabling Autonomous Experiments at ORNL&apos;s HPC and Manufacturing
+- title: AI Agents for Enabling Autonomous Experiments at ORNL's HPC and Manufacturing
    User Facilities
  authors:
  - Daniel Rosendo
@@ -5762,8 +5761,8 @@ papers:
  dblp_key: conf/sc/WuZDZHC25
  venue_name: SC
  pages: 991-1005
- title: '&quot;Offloading&quot; Undergraduate Research to the Graphics Processing
-    Unit for Acceleration'
+- title: '"Offloading" Undergraduate Research to the Graphics Processing Unit for
+    Acceleration'
  authors:
  - Bryant M. Wyatt
  - Mason Bane
@@ -6256,9 +6255,9 @@ papers:
  dblp_key: conf/sc/2025
  venue_name: SC
  pages: null
- title: Proceedings of the SC &apos;25 Workshops of the International Conference
-    for High Performance Computing, Networking, Storage and Analysis, SC Workshops
-    2025, St Louis, MO, USA, November 16-21, 2025
+- title: Proceedings of the SC '25 Workshops of the International Conference for High
+    Performance Computing, Networking, Storage and Analysis, SC Workshops 2025, St
+    Louis, MO, USA, November 16-21, 2025
  authors: []
  year: '2025'
  doi: 10.1145/3731599
--- a/site/data/cloud-edge/papers/SEC-2024-candidates.yaml
+++ b/site/data/cloud-edge/papers/SEC-2024-candidates.yaml
@@ -446,7 +446,7 @@ papers:
 - title: Characterizing and Modeling AI-Driven Animal Ecology Studies at the Edge
  authors:
  - Jenna Kline
-  - Austin O&apos;Quinn
+  - Austin O'Quinn
  - Tanya Y. Berger-Wolf
  - Christopher Stewart
  year: '2024'
--- a/site/data/cloud-edge/papers/SEC-2025-candidates.yaml
+++ b/site/data/cloud-edge/papers/SEC-2025-candidates.yaml
@@ -61,8 +61,8 @@ papers:
  dblp_key: conf/ieeesec/0004MCKM25
  venue_name: SEC
  pages: 2:1-2:14
- title: 'Poster: &quot;Semantic-Guided Skip Sampling and Soft Edge Compression for
-    Real-Time Edge-Based Traffic Video Analytics&quot;'
+- title: 'Poster: "Semantic-Guided Skip Sampling and Soft Edge Compression for Real-Time
+    Edge-Based Traffic Video Analytics"'
  authors:
  - Deng Pan 0010
  - Timothy Wood 0001
@@ -720,7 +720,7 @@ papers:
  dblp_key: conf/ieeesec/NguyenWJ25
  venue_name: SEC
  pages: 3:1-3:16
- title: 'Demo: Generate Optimized Edge Stacks with the Edge Microvisor Toolkit &amp;
+- title: 'Demo: Generate Optimized Edge Stacks with the Edge Microvisor Toolkit &
    OS Image Composer'
  authors:
  - Beatriz Palmeiro
--- a/site/data/cloud-edge/papers/SOSP-2024-candidates.yaml
+++ b/site/data/cloud-edge/papers/SOSP-2024-candidates.yaml
@@ -476,7 +476,7 @@ papers:
  dblp_key: conf/sosp/QiuZL00LGSMLX24
  venue_name: SOSP
  pages: 558-573
- title: Fast &amp; Safe IO Memory Protection
+- title: Fast & Safe IO Memory Protection
  authors:
  - Benny Rubin
  - Saksham Agarwal
@@ -516,7 +516,7 @@ papers:
  dblp_key: conf/sosp/SongMX024
  venue_name: SOSP
  pages: 590-606
- title: If At First You Don&apos;t Succeed, Try, Try, Again...? Insights and LLM-informed
+- title: If At First You Don't Succeed, Try, Try, Again...? Insights and LLM-informed
    Tooling for Detecting Retry Bugs in Software Systems
  authors:
  - Bogdan Alexandru Stoica
--- a/site/data/cloud-edge/papers/SoCC-2024-candidates.yaml
+++ b/site/data/cloud-edge/papers/SoCC-2024-candidates.yaml
@@ -290,7 +290,7 @@ papers:
  dblp_key: conf/cloud/KimSHSC24
  venue_name: SoCC
  pages: 111-125
- title: Occam&apos;s Razor for Distributed Protocols
+- title: Occam's Razor for Distributed Protocols
  authors:
  - Ziliang Lai
  - Fan Cui
--- a/site/data/cloud-edge/papers/SoCC-2025-candidates.yaml
+++ b/site/data/cloud-edge/papers/SoCC-2025-candidates.yaml
@@ -851,7 +851,7 @@ papers:
  dblp_key: conf/cloud/YuY025
  venue_name: SoCC
  pages: 240-254
- title: 'Snap &amp; Replay: A new way to analyze uarch-scale performance bottlenecks
+- title: 'Snap & Replay: A new way to analyze uarch-scale performance bottlenecks
    for ML accelerators'
  authors:
  - Ioannis Zarkadas
--- a/site/data/cloud-edge/papers/TC-2024-candidates.yaml
+++ b/site/data/cloud-edge/papers/TC-2024-candidates.yaml
@@ -1849,7 +1849,7 @@ papers:
    System
  authors:
  - Francesco Tosoni 0002
-  - Nicola Dall&apos;Ora
+  - Nicola Dall'Ora
  - Enrico Fraccaroli
  - Sara Vinco
  - Franco Fummi
@@ -1859,7 +1859,7 @@ papers:
  dblp_key: journals/tc/TosoniDFVF24
  venue_name: IEEE Trans. Computers
  pages: 829-841
- title: 'TOP: Towards Open &amp; Predictable Heterogeneous SoCs'
+- title: 'TOP: Towards Open & Predictable Heterogeneous SoCs'
  authors:
  - Luca Valente
  - Francesco Restuccia 0002
@@ -1902,8 +1902,8 @@ papers:
  dblp_key: journals/tc/WangFHEBHC24
  venue_name: IEEE Trans. Computers
  pages: 1262-1274
- title: Mitigating Adversarial Attacks Based on Denoising &amp; Reconstruction With
-    Finance Authentication System Case Study
+- title: Mitigating Adversarial Attacks Based on Denoising & Reconstruction With Finance
+    Authentication System Case Study
  authors:
  - Juzhen Wang
  - Yiqi Hu
--- a/site/data/cloud-edge/papers/TC-2025-candidates.yaml
+++ b/site/data/cloud-edge/papers/TC-2025-candidates.yaml
@@ -1925,7 +1925,7 @@ papers:
  dblp_key: journals/tc/LiSW25
  venue_name: IEEE Trans. Computers
  pages: 1911-1920
- title: The Graph Structure of Baker&apos;s Maps Implemented on a Computer
+- title: The Graph Structure of Baker's Maps Implemented on a Computer
  authors:
  - Chengqing Li
  - Kai Tan 0006
@@ -2945,7 +2945,7 @@ papers:
  dblp_key: journals/tc/TamimiBSPK25
  venue_name: IEEE Trans. Computers
  pages: 2238-2252
- title: Evaluating GPU&apos;s Instruction-Level Error Characteristics Under Low Supply
+- title: Evaluating GPU's Instruction-Level Error Characteristics Under Low Supply
    Voltages
  authors:
  - Jingweijia Tan
--- a/site/data/cloud-edge/papers/TC-2025-digest.yaml
+++ b/site/data/cloud-edge/papers/TC-2025-digest.yaml
@@ -60,7 +60,7 @@ selected:
    tldr: "Adds lightweight ISA extensions to a RISC-V CPU for mixed-precision inference via binary segmentation, avoiding heavyweight SIMD or dedicated accelerators."
    why_notable: "Provides a cost-effective route to on-device DNN inference on RISC-V embedded cores without the area overhead of a full vector or matrix unit."

-  - title: "Optimizing Tiny Transformers on Low-Power MCUs"
+  - title: "Optimizing the Deployment of Tiny Transformers on Low-Power MCUs"
    authors:
    - Victor Jean-Baptiste Jung
    - Alessio Burrello
--- a/site/data/cloud-edge/papers/TCC-2024-candidates.yaml
+++ b/site/data/cloud-edge/papers/TCC-2024-candidates.yaml
@@ -566,8 +566,8 @@ papers:
  dblp_key: journals/tcc/LiZCSZW24
  venue_name: IEEE Trans. Cloud Comput.
  pages: 609-624
- title: 'Corrections to &quot;DNN Surgery: Accelerating DNN Inference on the Edge
-    through Layer Partitioning&quot;'
+- title: 'Corrections to "DNN Surgery: Accelerating DNN Inference on the Edge through
+    Layer Partitioning"'
  authors:
  - Huanghuang Liang
  - Qianlong Sang
@@ -882,8 +882,7 @@ papers:
  dblp_key: journals/tcc/TajbakhshPSH24
  venue_name: IEEE Trans. Cloud Comput.
  pages: 697-711
- title: Comments on &quot;Privacy Aware Data Deduplication for Side Channel in Cloud
-    Storage&quot;
+- title: Comments on "Privacy Aware Data Deduplication for Side Channel in Cloud Storage"
  authors:
  - Xin Tang
  - Yudan Zhu
@@ -1369,7 +1368,7 @@ papers:
  venue_name: IEEE Trans. Cloud Comput.
  pages: 1291-1304
 - title: 'CloudBrain-ReconAI: A Cloud Computing Platform for MRI Reconstruction and
-    Radiologists&apos; Image Quality Evaluation'
+    Radiologists'' Image Quality Evaluation'
  authors:
  - Yirong Zhou
  - Chen Qian
--- a/site/data/cloud-edge/papers/TCC-2025-candidates.yaml
+++ b/site/data/cloud-edge/papers/TCC-2025-candidates.yaml
@@ -278,7 +278,7 @@ papers:
 - title: 'Ksurf+: Attention Kalman Filter for Prediction Under Highly Variable Cloud
    Workloads'
  authors:
-  - Michael Dang&apos;ana
+  - Michael Dang'ana
  - Hans-Arno Jacobsen
  year: '2025'
  doi: 10.1109/TCC.2025.3605828
@@ -309,8 +309,8 @@ papers:
  dblp_key: journals/tcc/DengCZM25
  venue_name: IEEE Trans. Cloud Comput.
  pages: 882-894
- title: Comments on &quot;Blockchain-Assisted Public-Key Encryption With Keyword
-    Search Against Keyword Guessing Attacks for Cloud Storage&quot;
+- title: Comments on "Blockchain-Assisted Public-Key Encryption With Keyword Search
+    Against Keyword Guessing Attacks for Cloud Storage"
  authors:
  - Keita Emura
  year: '2025'
@@ -374,7 +374,7 @@ papers:
  dblp_key: journals/tcc/GeresuGYFTW25
  venue_name: IEEE Trans. Cloud Comput.
  pages: 245-258
- title: Developments on the &quot;Machine Learning as a Service for High Energy Physics&quot;
+- title: Developments on the "Machine Learning as a Service for High Energy Physics"
    Framework and Related Cloud Native Solution
  authors:
  - Luca Giommi
@@ -482,8 +482,8 @@ papers:
  dblp_key: journals/tcc/IslamUXYLK25
  venue_name: IEEE Trans. Cloud Comput.
  pages: 1302-1314
- title: A Run-Time Framework for Ensuring Zero-Trust State of Client&apos;s Machines
-    in Cloud Environment
+- title: A Run-Time Framework for Ensuring Zero-Trust State of Client's Machines in
+    Cloud Environment
  authors:
  - Devki Nandan Jha
  - Graham Lenton
@@ -926,7 +926,7 @@ papers:
  - Wenhao Fan
  - Qingcheng Meng
  - Penghui Chen
-  - Yuan&apos;an Liu
+  - Yuan'an Liu
  year: '2025'
  doi: 10.1109/TCC.2025.3530681
  url: https://doi.org/10.1109/TCC.2025.3530681
--- a/site/data/cloud-edge/papers/TPDS-2025-candidates.yaml
+++ b/site/data/cloud-edge/papers/TPDS-2025-candidates.yaml
@@ -93,8 +93,8 @@ papers:
  dblp_key: journals/tpds/BoukhariDKPSS25
  venue_name: IEEE Trans. Parallel Distributed Syst.
  pages: 1666-1679
- title: A Note on &quot;AESM2 Attribute-Based Encrypted Search for Multi-Owner and
-    Multi-User Distributed Systems&quot;
+- title: A Note on "AESM2 Attribute-Based Encrypted Search for Multi-Owner and Multi-User
+    Distributed Systems"
  authors:
  - Zhengjun Cao
  year: '2025'
@@ -566,7 +566,7 @@ papers:
  dblp_key: journals/tpds/HuangHKY25
  venue_name: IEEE Trans. Parallel Distributed Syst.
  pages: 2693-2705
- title: Critique of &quot;Productivity, Portability, Performance Data-Centric Python&quot;
+- title: Critique of "Productivity, Portability, Performance Data-Centric Python"
    by SCC Team From Sun Yat-sen University
  authors:
  - Han Huang
@@ -1146,8 +1146,8 @@ papers:
  dblp_key: journals/tpds/LiuZLYLLCZ25
  venue_name: IEEE Trans. Parallel Distributed Syst.
  pages: 1634-1650
- title: 'Analysis and Reproducibility of &quot;Productivity, Portability, Performance:
-    Data-Centric Python&quot;'
+- title: 'Analysis and Reproducibility of "Productivity, Portability, Performance:
+    Data-Centric Python"'
  authors:
  - Christopher Lompa
  - Piotr Luczynski
@@ -1869,8 +1869,8 @@ papers:
  dblp_key: journals/tpds/WangWZLFD25
  venue_name: IEEE Trans. Parallel Distributed Syst.
  pages: 2549-2565
- title: A Collaborative Service Composition Approach Considering Providers&apos;
-    Self-Interest and Minimal Service Sharing
+- title: A Collaborative Service Composition Approach Considering Providers' Self-Interest
+    and Minimal Service Sharing
  authors:
  - Xiao Wang 0097
  - Hanchuan Xu
@@ -2205,7 +2205,7 @@ papers:
  dblp_key: journals/tpds/YanXZLDCSL25
  venue_name: IEEE Trans. Parallel Distributed Syst.
  pages: 1955-1971
- title: 'Critique of &quot;Productivity, Portability, Performance: Data-Centric Python&quot;
+- title: 'Critique of "Productivity, Portability, Performance: Data-Centric Python"
    by SCC Team From Zhejiang University'
  authors:
  - Zihan Yang 0004
--- a/site/data/cloud-edge/venues.yaml
+++ b/site/data/cloud-edge/venues.yaml
@@ -106,13 +106,6 @@ journals:
    scimago_quartile: Q1
    scimago_sjr: "1.560"
    scimago_h_index: "131"
-    special_issues:
-      - title: "Edge AI Systems: Design and Optimization"
-        guest_editors: ["Wei Zhang", "Yong Cui", "Jian Wang"]
-        cfp_url: "https://www.computer.org/csdl/journal/td/call-for-papers"
-        abstract_deadline: "Aug 15, 2026"
-        submission_deadline: "Sep 1, 2026"
-        notification: "Jan 2027"

  - acronym: TOCS
    full_name: "ACM Transactions on Computer Systems"
@@ -157,13 +150,6 @@ journals:
    scimago_quartile: Q1
    scimago_sjr: "1.520"
    scimago_h_index: "130"
-    special_issues:
-      - title: "Serverless Computing at the Edge"
-        guest_editors: ["Marco Serafini", "Dimitrios Skarlatos"]
-        cfp_url: "https://www.sciencedirect.com/journal/future-generation-computer-systems/call-for-papers"
-        abstract_deadline: "Jul 31, 2026"
-        submission_deadline: "Sep 15, 2026"
-        notification: "Feb 2027"

  - acronym: JPDC
    full_name: "Journal of Parallel and Distributed Computing"
--- a/src/publish_assistant/fetch_papers.py
+++ b/src/publish_assistant/fetch_papers.py
@@ -21,6 +21,7 @@ Tips:
    - For conferences, it is usually like "conf/osdi" or "conf/eurosys".
 """
 import argparse
+import html
 import sys
 import time
 from pathlib import Path
@@ -94,9 +95,11 @@ def dblp_fetch_papers(venue_key: str, year: int, max_results: int = 500) -> list
                    a.get("text", a) if isinstance(a, dict) else str(a)
                    for a in raw_authors
                ]
+            # DBLP returns HTML-escaped text (&amp;, &apos;, &quot;); decode it
+            # here so entities never reach the generated Markdown.
            papers.append({
-                "title": (info.get("title") or "").rstrip("."),
-                "authors": authors,
+                "title": html.unescape((info.get("title") or "").rstrip(".")),
+                "authors": [html.unescape(a) for a in authors],
                "year": info.get("year"),
                "doi": info.get("doi"),
                "url": info.get("ee") or info.get("url"),