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>

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'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.