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/SC-2025-candidates.yaml

@@ -7,7 +7,7 @@ papers:
   authors:
   - Chao Jin 0001
   - David Abramson 0001
-  - Mo'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'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 'Senders' 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'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'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'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'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'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'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'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 &
+- 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'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: '"Offloading" 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 '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