# arXiv Scout Coverage — 2026-10-14_11-46

- Queries run: 14
- Total pages fetched: 33
- Total entries seen: 2300
- Total unique papers kept before cross-query dedupe: 2300
- Total duplicates skipped within queries: 0
- Queries with incomplete coverage: 0

## Per-query coverage

### primary-cs.AI
- Query: `cat:cs.AI`
- Backfill window: 72h
- Page size: 100
- Max pages: 5
- Pages fetched: 5
- Entries seen: 500
- Unique papers kept: 500
- Duplicates skipped: 0
- Newest seen: 2026-10-13T17:59:57+00:00
- Oldest seen: 2026-10-12T02:28:45+00:00
- Stop reason: max_pages_reached
- Pages:
  - page 1 start=0 entries=100 newest=2026-10-13T17:59:57+00:00 oldest=2026-10-13T13:21:27+00:00 rate_limited=False status=200
  - page 2 start=100 entries=100 newest=2026-10-13T13:20:59+00:00 oldest=2026-10-13T06:49:25+00:00 rate_limited=False status=200
  - page 3 start=200 entries=100 newest=2026-10-13T06:48:56+00:00 oldest=2026-10-12T20:35:20+00:00 rate_limited=False status=200
  - page 4 start=300 entries=100 newest=2026-10-12T20:25:50+00:00 oldest=2026-10-12T12:47:07+00:00 rate_limited=False status=200
  - page 5 start=400 entries=100 newest=2026-10-12T12:30:20+00:00 oldest=2026-10-12T02:28:45+00:00 rate_limited=False status=200

### primary-cs.LG
- Query: `cat:cs.LG`
- Backfill window: 72h
- Page size: 100
- Max pages: 5
- Pages fetched: 5
- Entries seen: 500
- Unique papers kept: 500
- Duplicates skipped: 0
- Newest seen: 2026-10-13T17:59:53+00:00
- Oldest seen: 2026-10-12T00:17:35+00:00
- Stop reason: max_pages_reached
- Pages:
  - page 1 start=0 entries=100 newest=2026-10-13T17:59:53+00:00 oldest=2026-10-13T12:08:56+00:00 rate_limited=False status=200
  - page 2 start=100 entries=100 newest=2026-10-13T11:59:45+00:00 oldest=2026-10-13T04:35:34+00:00 rate_limited=False status=200
  - page 3 start=200 entries=100 newest=2026-10-13T04:26:16+00:00 oldest=2026-10-12T17:20:09+00:00 rate_limited=False status=200
  - page 4 start=300 entries=100 newest=2026-10-12T17:13:33+00:00 oldest=2026-10-12T11:13:37+00:00 rate_limited=False status=200
  - page 5 start=400 entries=100 newest=2026-10-12T11:10:32+00:00 oldest=2026-10-12T00:17:35+00:00 rate_limited=False status=200

### primary-cs.CL
- Query: `cat:cs.CL`
- Backfill window: 72h
- Page size: 100
- Max pages: 5
- Pages fetched: 3
- Entries seen: 300
- Unique papers kept: 300
- Duplicates skipped: 0
- Newest seen: 2026-10-13T17:59:57+00:00
- Oldest seen: 2026-10-10T21:01:51+00:00
- Stop reason: cutoff_reached
- Pages:
  - page 1 start=0 entries=100 newest=2026-10-13T17:59:57+00:00 oldest=2026-10-13T07:36:59+00:00 rate_limited=False status=200
  - page 2 start=100 entries=100 newest=2026-10-13T07:29:12+00:00 oldest=2026-10-12T10:21:21+00:00 rate_limited=False status=200
  - page 3 start=200 entries=100 newest=2026-10-12T10:20:16+00:00 oldest=2026-10-10T21:01:51+00:00 rate_limited=False status=200

### topic-world-model
- Query: `(cat:cs.AI OR cat:cs.LG OR cat:cs.CL) AND ("world model" OR world-model)`
- Backfill window: 96h
- Page size: 50
- Max pages: 2
- Pages fetched: 2
- Entries seen: 100
- Unique papers kept: 100
- Duplicates skipped: 0
- Newest seen: 2026-10-13T17:59:52+00:00
- Oldest seen: 2026-10-11T08:05:40+00:00
- Stop reason: max_pages_reached
- Pages:
  - page 1 start=0 entries=50 newest=2026-10-13T17:59:52+00:00 oldest=2026-10-12T21:39:21+00:00 rate_limited=False status=200
  - page 2 start=50 entries=50 newest=2026-10-12T17:57:12+00:00 oldest=2026-10-11T08:05:40+00:00 rate_limited=False status=200

### topic-agent
- Query: `(cat:cs.AI OR cat:cs.LG OR cat:cs.CL) AND agent`
- Backfill window: 96h
- Page size: 50
- Max pages: 2
- Pages fetched: 2
- Entries seen: 100
- Unique papers kept: 100
- Duplicates skipped: 0
- Newest seen: 2026-10-13T17:59:57+00:00
- Oldest seen: 2026-10-13T05:26:33+00:00
- Stop reason: max_pages_reached
- Pages:
  - page 1 start=0 entries=50 newest=2026-10-13T17:59:57+00:00 oldest=2026-10-13T12:29:13+00:00 rate_limited=False status=200
  - page 2 start=50 entries=50 newest=2026-10-13T12:25:46+00:00 oldest=2026-10-13T05:26:33+00:00 rate_limited=False status=200

### topic-tool-use
- Query: `(cat:cs.AI OR cat:cs.LG OR cat:cs.CL) AND ("tool use" OR tool-use)`
- Backfill window: 96h
- Page size: 50
- Max pages: 2
- Pages fetched: 2
- Entries seen: 100
- Unique papers kept: 100
- Duplicates skipped: 0
- Newest seen: 2026-10-13T17:48:49+00:00
- Oldest seen: 2026-10-09T15:39:42+00:00
- Stop reason: cutoff_reached
- Pages:
  - page 1 start=0 entries=50 newest=2026-10-13T17:48:49+00:00 oldest=2026-10-12T07:39:58+00:00 rate_limited=False status=200
  - page 2 start=50 entries=50 newest=2026-10-12T07:14:47+00:00 oldest=2026-10-09T15:39:42+00:00 rate_limited=False status=200

### topic-memory
- Query: `(cat:cs.AI OR cat:cs.LG OR cat:cs.CL) AND memory`
- Backfill window: 96h
- Page size: 50
- Max pages: 2
- Pages fetched: 2
- Entries seen: 100
- Unique papers kept: 100
- Duplicates skipped: 0
- Newest seen: 2026-10-13T17:59:57+00:00
- Oldest seen: 2026-10-11T02:57:12+00:00
- Stop reason: max_pages_reached
- Pages:
  - page 1 start=0 entries=50 newest=2026-10-13T17:59:57+00:00 oldest=2026-10-12T20:22:45+00:00 rate_limited=False status=200
  - page 2 start=50 entries=50 newest=2026-10-12T20:19:56+00:00 oldest=2026-10-11T02:57:12+00:00 rate_limited=False status=200

### topic-reasoning
- Query: `(cat:cs.AI OR cat:cs.LG OR cat:cs.CL) AND reasoning`
- Backfill window: 96h
- Page size: 50
- Max pages: 2
- Pages fetched: 2
- Entries seen: 100
- Unique papers kept: 100
- Duplicates skipped: 0
- Newest seen: 2026-10-13T17:59:57+00:00
- Oldest seen: 2026-10-12T13:47:36+00:00
- Stop reason: max_pages_reached
- Pages:
  - page 1 start=0 entries=50 newest=2026-10-13T17:59:57+00:00 oldest=2026-10-13T07:30:30+00:00 rate_limited=False status=200
  - page 2 start=50 entries=50 newest=2026-10-13T06:59:41+00:00 oldest=2026-10-12T13:47:36+00:00 rate_limited=False status=200

### topic-llm
- Query: `(cat:cs.AI OR cat:cs.LG OR cat:cs.CL) AND (LLM OR "large language model" OR "large language models")`
- Backfill window: 96h
- Page size: 50
- Max pages: 2
- Pages fetched: 2
- Entries seen: 100
- Unique papers kept: 100
- Duplicates skipped: 0
- Newest seen: 2026-10-13T17:59:57+00:00
- Oldest seen: 2026-10-13T06:56:32+00:00
- Stop reason: max_pages_reached
- Pages:
  - page 1 start=0 entries=50 newest=2026-10-13T17:59:57+00:00 oldest=2026-10-13T13:39:50+00:00 rate_limited=False status=200
  - page 2 start=50 entries=50 newest=2026-10-13T13:32:20+00:00 oldest=2026-10-13T06:56:32+00:00 rate_limited=False status=200

### topic-quantization
- Query: `(cat:cs.AI OR cat:cs.LG OR cat:cs.CL) AND quantization`
- Backfill window: 96h
- Page size: 50
- Max pages: 2
- Pages fetched: 1
- Entries seen: 50
- Unique papers kept: 50
- Duplicates skipped: 0
- Newest seen: 2026-10-13T16:10:45+00:00
- Oldest seen: 2026-10-08T04:47:41+00:00
- Stop reason: cutoff_reached
- Pages:
  - page 1 start=0 entries=50 newest=2026-10-13T16:10:45+00:00 oldest=2026-10-08T04:47:41+00:00 rate_limited=False status=200

### topic-open-source
- Query: `(cat:cs.AI OR cat:cs.LG OR cat:cs.CL) AND ("open source" OR open-source)`
- Backfill window: 96h
- Page size: 50
- Max pages: 2
- Pages fetched: 2
- Entries seen: 100
- Unique papers kept: 100
- Duplicates skipped: 0
- Newest seen: 2026-10-13T17:59:51+00:00
- Oldest seen: 2026-10-07T20:13:03+00:00
- Stop reason: cutoff_reached
- Pages:
  - page 1 start=0 entries=50 newest=2026-10-13T17:59:51+00:00 oldest=2026-10-11T16:31:29+00:00 rate_limited=False status=200
  - page 2 start=50 entries=50 newest=2026-10-11T16:04:26+00:00 oldest=2026-10-07T20:13:03+00:00 rate_limited=False status=200

### topic-self-improvement
- Query: `(cat:cs.AI OR cat:cs.LG OR cat:cs.CL) AND ("self-improvement" OR "self improvement")`
- Backfill window: 96h
- Page size: 50
- Max pages: 2
- Pages fetched: 1
- Entries seen: 50
- Unique papers kept: 50
- Duplicates skipped: 0
- Newest seen: 2026-10-13T17:59:51+00:00
- Oldest seen: 2026-10-06T18:54:15+00:00
- Stop reason: cutoff_reached
- Pages:
  - page 1 start=0 entries=50 newest=2026-10-13T17:59:51+00:00 oldest=2026-10-06T18:54:15+00:00 rate_limited=False status=200

### topic-fine-tuning
- Query: `(cat:cs.AI OR cat:cs.LG OR cat:cs.CL) AND ("fine-tuning" OR finetuning OR finetune)`
- Backfill window: 96h
- Page size: 50
- Max pages: 2
- Pages fetched: 2
- Entries seen: 100
- Unique papers kept: 100
- Duplicates skipped: 0
- Newest seen: 2026-10-13T17:59:52+00:00
- Oldest seen: 2026-10-11T18:35:45+00:00
- Stop reason: max_pages_reached
- Pages:
  - page 1 start=0 entries=50 newest=2026-10-13T17:59:52+00:00 oldest=2026-10-12T18:00:01+00:00 rate_limited=False status=200
  - page 2 start=50 entries=50 newest=2026-10-12T17:59:37+00:00 oldest=2026-10-11T18:35:45+00:00 rate_limited=False status=200

### topic-benchmark
- Query: `(cat:cs.AI OR cat:cs.LG OR cat:cs.CL) AND (benchmark OR benchmarks)`
- Backfill window: 96h
- Page size: 50
- Max pages: 2
- Pages fetched: 2
- Entries seen: 100
- Unique papers kept: 100
- Duplicates skipped: 0
- Newest seen: 2026-10-13T17:59:52+00:00
- Oldest seen: 2026-10-13T07:49:06+00:00
- Stop reason: max_pages_reached
- Pages:
  - page 1 start=0 entries=50 newest=2026-10-13T17:59:52+00:00 oldest=2026-10-13T13:51:46+00:00 rate_limited=False status=200
  - page 2 start=50 entries=50 newest=2026-10-13T13:49:50+00:00 oldest=2026-10-13T07:49:06+00:00 rate_limited=False status=200

## Priority summary
- High-priority papers: 531
- Priority threshold: 4
- High-similarity papers: 0
- Similarity separation threshold: 0.15
- Topic hits:
  - agent: 100
  - benchmark: 100
  - fine-tuning: 100
  - llm: 100
  - memory: 100
  - open-source: 100
  - reasoning: 100
  - tool-use: 100
  - world-model: 100
  - quantization: 50
  - self-improvement: 50
- Top papers:
  - 22.0 / rank=22.00 :: SEAR: Self-Evolving Agentic Robotics [agent, benchmark, fine-tuning, memory, reasoning, tool-use] sim+=0.32 sim-=0.10 sep=0.00
  - 21.0 / rank=21.00 :: Agent-Reflex: Teaching Language Agents to Act Reflectively [agent, benchmark, fine-tuning, llm, reasoning, tool-use] sim+=0.16 sim-=0.04 sep=0.00
  - 19.0 / rank=19.00 :: Failure Recovery via Belief Updates and World Modeling for Long-Horizon Agents [agent, benchmark, fine-tuning, reasoning, world-model] sim+=0.19 sim-=0.06 sep=0.00
  - 17.0 / rank=17.00 :: Tev: Scaling Long-Horizon Agentic Environments with Dense Progress Rewards [agent, open-source, self-improvement, world-model] sim+=0.24 sim-=0.06 sep=0.00
  - 17.0 / rank=17.00 :: Hybrid Reasoning Agents [agent, benchmark, llm, memory, reasoning] sim+=0.24 sim-=0.06 sep=0.00
  - 17.0 / rank=17.00 :: Reading Right, Acting Wrong: Diagnosing Decision Failures of System One Models in Agent Loops [agent, benchmark, open-source, reasoning, tool-use] sim+=0.26 sim-=0.11 sep=0.00
  - 16.0 / rank=16.00 :: MultiAlloc: Budget-Aware Precision Allocation for KV Cache Quantization [benchmark, llm, memory, quantization, reasoning] sim+=0.17 sim-=0.05 sep=0.00
  - 16.0 / rank=16.00 :: AReaL-RSI: Adaptive Scaling and Coordination of Recursive Self-Improvement [agent, llm, memory, self-improvement] sim+=0.17 sim-=0.05 sep=0.00
  - 15.0 / rank=15.00 :: ChunkAct: Action Chunking for Agentic Robotics [agent, llm, memory, reasoning] sim+=0.25 sim-=0.09 sep=0.00
  - 14.0 / rank=14.00 :: Legal-R1: Agentic Retrieval for Evidence-Based Legal Reasoning [agent, benchmark, fine-tuning, reasoning] sim+=0.17 sim-=0.06 sep=0.00
  - 14.0 / rank=14.00 :: AffectWorld: Benchmarking Emotion-Driven Future World Prediction [agent, benchmark, llm, world-model] sim+=0.19 sim-=0.05 sep=0.00
  - 14.0 / rank=14.00 :: D-World: An Explicit World-Language-Action Model with Recursive Self-Improvement under Dual Control [reasoning, self-improvement, world-model] sim+=0.30 sim-=0.09 sep=0.00
  - 13.0 / rank=13.00 :: Grid or Nodes? Probing Object Memory in World Models Under Partial Observability [fine-tuning, memory, world-model] sim+=0.13 sim-=0.04 sep=0.00
  - 13.0 / rank=13.00 :: The Last Mile of Coding Agents for Long-Document Tasks: An Empirical Study on Clinical Trial Protocol Digitization [agent, benchmark, open-source, tool-use] sim+=0.21 sim-=0.05 sep=0.00
  - 13.0 / rank=13.00 :: How Low Can You Go: Fine-Tuning LLMs with Bayesian Optimization (LlMBO) [benchmark, fine-tuning, llm, memory] sim+=0.16 sim-=0.04 sep=0.00
  - 13.0 / rank=13.00 :: EgoOmniWorld: Unifying Egocentric Understanding via Ego-Action-World Interactions [benchmark, llm, open-source, world-model] sim+=0.19 sim-=0.06 sep=0.00
  - 13.0 / rank=13.00 :: AssetForge: Asset-Augmented Task Synthesis for Business Automation Agents [agent, fine-tuning, world-model] sim+=0.18 sim-=0.05 sep=0.00
  - 13.0 / rank=13.00 :: Output Discipline Sets the Floor: A Falsification-Guided, Model-Agnostic Agent Protocol for Auditable Hypothesis-Driven Decision Making [agent, benchmark, llm, reasoning] sim+=0.23 sim-=0.09 sep=0.00
  - 13.0 / rank=13.00 :: Teach Me After You Learn It: Lookahead Self-Distillation for RLVR [agent, benchmark, llm, reasoning] sim+=0.18 sim-=0.06 sep=0.00
  - 13.0 / rank=13.00 :: LifeSearch: Benchmarking Deep Research Agents for Real-World Life and Productivity [agent, benchmark, llm, reasoning] sim+=0.22 sim-=0.07 sep=0.00