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/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 'on-the-fly' 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'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 "An Enhanced Consortium Blockchain Diversity Mining
-    Technique for IoT Metadata Aggregation" [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'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'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 & 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 "Research on agricultural supply chain system with
-    double chain architecture based on blockchain technology" [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 "Intelligent Edge Computing Based on Machine Learning
-    for Smart City" [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' 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 "IoT-friendly, pre-computed and outsourced attribute
-    based encryption" [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'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'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 "soft error efficient" 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's bottleneck caused by storage engine'
+- title: 'SolsDB: Solve the Ethereum''s bottleneck caused by storage engine'
   authors:
   - Cuihua Yang
   - Fangning Yang