# arXiv Scout Coverage — 2026-10-11_23-58

- Queries run: 14
- Total pages fetched: 23
- Total entries seen: 1400
- Total unique papers kept before cross-query dedupe: 1400
- 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: 2
- Entries seen: 200
- Unique papers kept: 200
- Duplicates skipped: 0
- Newest seen: 2026-10-09T17:59:56+00:00
- Oldest seen: 2026-10-08T16:01:08+00:00
- Stop reason: cutoff_reached
- Pages:
  - page 1 start=0 entries=100 newest=2026-10-09T17:59:56+00:00 oldest=2026-10-09T05:04:30+00:00 rate_limited=False status=200
  - page 2 start=100 entries=100 newest=2026-10-09T05:03:50+00:00 oldest=2026-10-08T16:01:08+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: 2
- Entries seen: 200
- Unique papers kept: 200
- Duplicates skipped: 0
- Newest seen: 2026-10-09T17:56:59+00:00
- Oldest seen: 2026-10-08T22:35:10+00:00
- Stop reason: cutoff_reached
- Pages:
  - page 1 start=0 entries=100 newest=2026-10-09T17:56:59+00:00 oldest=2026-10-09T10:35:27+00:00 rate_limited=False status=200
  - page 2 start=100 entries=100 newest=2026-10-09T10:28:54+00:00 oldest=2026-10-08T22:35:10+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: 1
- Entries seen: 100
- Unique papers kept: 100
- Duplicates skipped: 0
- Newest seen: 2026-10-09T17:50:30+00:00
- Oldest seen: 2026-10-08T20:31:56+00:00
- Stop reason: cutoff_reached
- Pages:
  - page 1 start=0 entries=100 newest=2026-10-09T17:50:30+00:00 oldest=2026-10-08T20:31:56+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: 2026-10-09T17:50:30+00:00
- Oldest seen: 2026-10-07T15:40:52+00:00
- Stop reason: cutoff_reached
- Pages:
  - page 1 start=0 entries=50 newest=2026-10-09T17:50:30+00:00 oldest=2026-10-08T16:36:39+00:00 rate_limited=False status=200
  - page 2 start=50 entries=50 newest=2026-10-08T16:24:12+00:00 oldest=2026-10-07T15:40:52+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: 2026-10-09T17:38:11+00:00
- Oldest seen: 2026-10-08T15:23:39+00:00
- Stop reason: max_pages_reached
- Pages:
  - page 1 start=0 entries=50 newest=2026-10-09T17:38:11+00:00 oldest=2026-10-09T05:23:00+00:00 rate_limited=False status=200
  - page 2 start=50 entries=50 newest=2026-10-09T05:04:30+00:00 oldest=2026-10-08T15:23:39+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: 1
- Entries seen: 50
- Unique papers kept: 50
- Duplicates skipped: 0
- Newest seen: 2026-10-09T17:34:44+00:00
- Oldest seen: 2026-10-07T17:29:14+00:00
- Stop reason: cutoff_reached
- Pages:
  - page 1 start=0 entries=50 newest=2026-10-09T17:34:44+00:00 oldest=2026-10-07T17:29:14+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: 2026-10-09T17:27:06+00:00
- Oldest seen: 2026-10-07T16:12:52+00:00
- Stop reason: cutoff_reached
- Pages:
  - page 1 start=0 entries=50 newest=2026-10-09T17:27:06+00:00 oldest=2026-10-08T13:52:24+00:00 rate_limited=False status=200
  - page 2 start=50 entries=50 newest=2026-10-08T13:17:59+00:00 oldest=2026-10-07T16:12:52+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: 2026-10-09T17:50:03+00:00
- Oldest seen: 2026-10-08T12:59:07+00:00
- Stop reason: max_pages_reached
- Pages:
  - page 1 start=0 entries=50 newest=2026-10-09T17:50:03+00:00 oldest=2026-10-09T03:52:59+00:00 rate_limited=False status=200
  - page 2 start=50 entries=50 newest=2026-10-09T03:26:06+00:00 oldest=2026-10-08T12:59:07+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: 2026-10-09T17:59:56+00:00
- Oldest seen: 2026-10-08T18:35:13+00:00
- Stop reason: max_pages_reached
- Pages:
  - page 1 start=0 entries=50 newest=2026-10-09T17:59:56+00:00 oldest=2026-10-09T07:58:06+00:00 rate_limited=False status=200
  - page 2 start=50 entries=50 newest=2026-10-09T07:40:42+00:00 oldest=2026-10-08T18:35:13+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: 2026-10-09T15:59:40+00:00
- Oldest seen: 2026-10-05T23:41:48+00:00
- Stop reason: cutoff_reached
- Pages:
  - page 1 start=0 entries=50 newest=2026-10-09T15:59:40+00:00 oldest=2026-10-05T23:41:48+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: 1
- Entries seen: 50
- Unique papers kept: 50
- Duplicates skipped: 0
- Newest seen: 2026-10-09T17:40:53+00:00
- Oldest seen: 2026-10-07T08:30:42+00:00
- Stop reason: cutoff_reached
- Pages:
  - page 1 start=0 entries=50 newest=2026-10-09T17:40:53+00:00 oldest=2026-10-07T08:30:42+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: 2026-10-09T17:50:30+00:00
- Oldest seen: 2026-10-02T16:30:15+00:00
- Stop reason: cutoff_reached
- Pages:
  - page 1 start=0 entries=50 newest=2026-10-09T17:50:30+00:00 oldest=2026-10-02T16:30:15+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: 2026-10-09T17:55:06+00:00
- Oldest seen: 2026-10-07T20:03:49+00:00
- Stop reason: cutoff_reached
- Pages:
  - page 1 start=0 entries=50 newest=2026-10-09T17:55:06+00:00 oldest=2026-10-08T17:38:04+00:00 rate_limited=False status=200
  - page 2 start=50 entries=50 newest=2026-10-08T17:16:45+00:00 oldest=2026-10-07T20:03:49+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: 2026-10-09T17:59:56+00:00
- Oldest seen: 2026-10-09T04:45:52+00:00
- Stop reason: max_pages_reached
- Pages:
  - page 1 start=0 entries=50 newest=2026-10-09T17:59:56+00:00 oldest=2026-10-09T11:21:14+00:00 rate_limited=False status=200
  - page 2 start=50 entries=50 newest=2026-10-09T11:05:26+00:00 oldest=2026-10-09T04:45:52+00:00 rate_limited=False status=200

## Priority summary
- High-priority papers: 473
- 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
  - reasoning: 100
  - world-model: 100
  - open-source: 50
  - quantization: 50
  - self-improvement: 50
  - tool-use: 50
- Top papers:
  - 23.0 / rank=23.00 :: Scaling Agentic Data for Long-Horizon Terminal Intelligence [agent, benchmark, fine-tuning, reasoning, tool-use, world-model] sim+=0.29 sim-=0.07 sep=0.00
  - 21.0 / rank=21.00 :: EvoBelief: Falsifiable World Models for Self-Improving LLM Agents [agent, llm, memory, self-improvement, world-model] sim+=0.22 sim-=0.06 sep=0.00
  - 20.0 / rank=20.00 :: Agentic Large Language Models [agent, llm, reasoning, tool-use, world-model] sim+=0.19 sim-=0.08 sep=0.00
  - 18.0 / rank=18.00 :: MC-EvoBench: Auditing Experience-Driven Self-Improvement in Minecraft Agents [agent, benchmark, memory, open-source, self-improvement] sim+=0.23 sim-=0.06 sep=0.00
  - 18.0 / rank=18.00 :: Humanize MLE Agents: Multi-Agent Session Alternation Beyond Single-Agent Limits [agent, llm, open-source, reasoning, tool-use] sim+=0.19 sim-=0.07 sep=0.00
  - 18.0 / rank=18.00 :: Masked Diffusion Language Agents for Tool-Integrated Chemical Reasoning [agent, benchmark, fine-tuning, reasoning, tool-use] sim+=0.21 sim-=0.08 sep=0.00
  - 18.0 / rank=18.00 :: VETR: Execution-Grounded Self-Improving Agent for Symbolic Graphics Reasoning [agent, reasoning, self-improvement, world-model] sim+=0.18 sim-=0.04 sep=0.00
  - 18.0 / rank=18.00 :: Language Models as AI Research World Models [agent, reasoning, self-improvement, world-model] sim+=0.19 sim-=0.06 sep=0.00
  - 17.0 / rank=17.00 :: Rollout-Time Intervention: Unlocking Agentic Reinforcement Learning Beyond Policy Limits [agent, benchmark, llm, reasoning, tool-use] sim+=0.22 sim-=0.06 sep=0.00
  - 17.0 / rank=17.00 :: Quality, Not Just Outcome: A Structural Scoring Framework for Selecting Coding-Agent Trajectories for Supervised Fine-Tuning [agent, benchmark, fine-tuning, llm, tool-use] sim+=0.16 sim-=0.05 sep=0.00
  - 17.0 / rank=17.00 :: DataSense-Bench: The First Step Toward an AI Scientist [agent, fine-tuning, self-improvement, tool-use] sim+=0.34 sim-=0.10 sep=0.00
  - 17.0 / rank=17.00 :: Recursive Self-Improvement through Multi-Agent Self-Supervision [agent, fine-tuning, reasoning, self-improvement] sim+=0.20 sim-=0.11 sep=0.00
  - 16.0 / rank=16.00 :: X-AgentRed: Red-Teaming Personal Agents in Evolving Multi-Service Ecosystems [agent, llm, self-improvement, tool-use] sim+=0.19 sim-=0.05 sep=0.00
  - 16.0 / rank=16.00 :: Forgetting is Not Always Bad: A Neuro-Inspired Memory Repair Mechanism for Poisoned LLM Agents [agent, llm, memory, world-model] sim+=0.16 sim-=0.06 sep=0.00
  - 15.0 / rank=15.00 :: RATED: Reliability-Aware AI Agent Tool Retrieval via Execution Dynamics [agent, benchmark, fine-tuning, world-model] sim+=0.19 sim-=0.07 sep=0.00
  - 15.0 / rank=15.00 :: SWE-Critix: Post-Training Generalist Verifiers for Assessing Coding-Agent Trajectories [agent, fine-tuning, llm, reasoning] sim+=0.22 sim-=0.05 sep=0.00
  - 15.0 / rank=15.00 :: TreeHCA: Hindsight-Guided Exploration and Credit Assignment for Multi-Turn LLM Agents [agent, llm, reasoning, tool-use] sim+=0.13 sim-=0.05 sep=0.00
  - 14.0 / rank=14.00 :: Same Query, Different Answer: Run-to-Run Variance in Semantic Query Processing [benchmark, llm, reasoning, world-model] sim+=0.18 sim-=0.07 sep=0.00
  - 14.0 / rank=14.00 :: Proactive Agentic Orchestration [agent, benchmark, llm, world-model] sim+=0.16 sim-=0.05 sep=0.00
  - 14.0 / rank=14.00 :: RoleWorld: Knowledge Transfer in World Modeling with Functional Role Abstractions [agent, benchmark, llm, world-model] sim+=0.19 sim-=0.04 sep=0.00