# arXiv Scout Coverage — 2026-10-10_04-40

- Queries run: 14
- Total pages fetched: 31
- Total entries seen: 2100
- Total unique papers kept before cross-query dedupe: 2100
- 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: 4
- Entries seen: 400
- Unique papers kept: 400
- Duplicates skipped: 0
- Newest seen: 2026-10-08T17:59:50+00:00
- Oldest seen: 2026-10-07T07:58:04+00:00
- Stop reason: cutoff_reached
- Pages:
  - page 1 start=0 entries=100 newest=2026-10-08T17:59:50+00:00 oldest=2026-10-08T11:55:25+00:00 rate_limited=False status=200
  - page 2 start=100 entries=100 newest=2026-10-08T11:54:04+00:00 oldest=2026-10-08T05:50:50+00:00 rate_limited=False status=200
  - page 3 start=200 entries=100 newest=2026-10-08T05:49:50+00:00 oldest=2026-10-07T16:11:56+00:00 rate_limited=False status=200
  - page 4 start=300 entries=100 newest=2026-10-07T16:05:48+00:00 oldest=2026-10-07T07:58:04+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: 2026-10-08T17:59:50+00:00
- Oldest seen: 2026-10-07T07:26:51+00:00
- Stop reason: cutoff_reached
- Pages:
  - page 1 start=0 entries=100 newest=2026-10-08T17:59:50+00:00 oldest=2026-10-08T12:06:54+00:00 rate_limited=False status=200
  - page 2 start=100 entries=100 newest=2026-10-08T12:00:43+00:00 oldest=2026-10-08T04:00:47+00:00 rate_limited=False status=200
  - page 3 start=200 entries=100 newest=2026-10-08T03:43:28+00:00 oldest=2026-10-07T17:52:52+00:00 rate_limited=False status=200
  - page 4 start=300 entries=100 newest=2026-10-07T17:49:17+00:00 oldest=2026-10-07T13:50:33+00:00 rate_limited=False status=200
  - page 5 start=400 entries=100 newest=2026-10-07T13:48:27+00:00 oldest=2026-10-07T07:26:51+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: 2
- Entries seen: 200
- Unique papers kept: 200
- Duplicates skipped: 0
- Newest seen: 2026-10-08T17:55:20+00:00
- Oldest seen: 2026-10-07T07:12:16+00:00
- Stop reason: cutoff_reached
- Pages:
  - page 1 start=0 entries=100 newest=2026-10-08T17:55:20+00:00 oldest=2026-10-08T04:52:05+00:00 rate_limited=False status=200
  - page 2 start=100 entries=100 newest=2026-10-08T04:47:41+00:00 oldest=2026-10-07T07:12:16+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: 2026-10-08T17:57:32+00:00
- Oldest seen: 2026-10-06T19:44:15+00:00
- Stop reason: max_pages_reached
- Pages:
  - page 1 start=0 entries=50 newest=2026-10-08T17:57:32+00:00 oldest=2026-10-07T21:46:10+00:00 rate_limited=False status=200
  - page 2 start=50 entries=50 newest=2026-10-07T21:41:33+00:00 oldest=2026-10-06T19:44:15+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: 2026-10-08T17:59:49+00:00
- Oldest seen: 2026-10-08T02:49:35+00:00
- Stop reason: max_pages_reached
- Pages:
  - page 1 start=0 entries=50 newest=2026-10-08T17:59:49+00:00 oldest=2026-10-08T10:33:29+00:00 rate_limited=False status=200
  - page 2 start=50 entries=50 newest=2026-10-08T10:26:13+00:00 oldest=2026-10-08T02:49:35+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: 2026-10-08T17:59:50+00:00
- Oldest seen: 2026-10-05T13:31:06+00:00
- Stop reason: cutoff_reached
- Pages:
  - page 1 start=0 entries=50 newest=2026-10-08T17:59:50+00:00 oldest=2026-10-07T01:41:23+00:00 rate_limited=False status=200
  - page 2 start=50 entries=50 newest=2026-10-07T01:31:15+00:00 oldest=2026-10-05T13:31:06+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: 2026-10-08T17:14:28+00:00
- Oldest seen: 2026-10-06T15:55:42+00:00
- Stop reason: max_pages_reached
- Pages:
  - page 1 start=0 entries=50 newest=2026-10-08T17:14:28+00:00 oldest=2026-10-07T18:00:02+00:00 rate_limited=False status=200
  - page 2 start=50 entries=50 newest=2026-10-07T17:59:41+00:00 oldest=2026-10-06T15:55:42+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: 2026-10-08T17:58:56+00:00
- Oldest seen: 2026-10-07T17:58:52+00:00
- Stop reason: max_pages_reached
- Pages:
  - page 1 start=0 entries=50 newest=2026-10-08T17:58:56+00:00 oldest=2026-10-08T08:58:01+00:00 rate_limited=False status=200
  - page 2 start=50 entries=50 newest=2026-10-08T08:56:27+00:00 oldest=2026-10-07T17:58:52+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: 2026-10-08T17:58:13+00:00
- Oldest seen: 2026-10-08T06:49:28+00:00
- Stop reason: max_pages_reached
- Pages:
  - page 1 start=0 entries=50 newest=2026-10-08T17:58:13+00:00 oldest=2026-10-08T12:38:51+00:00 rate_limited=False status=200
  - page 2 start=50 entries=50 newest=2026-10-08T12:38:17+00:00 oldest=2026-10-08T06:49:28+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: 2026-10-08T17:58:09+00:00
- Oldest seen: 2026-10-05T15:39:44+00:00
- Stop reason: cutoff_reached
- Pages:
  - page 1 start=0 entries=50 newest=2026-10-08T17:58:09+00:00 oldest=2026-10-05T15:39:44+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: 2026-10-08T17:44:19+00:00
- Oldest seen: 2026-10-03T13:30:53+00:00
- Stop reason: cutoff_reached
- Pages:
  - page 1 start=0 entries=50 newest=2026-10-08T17:44:19+00:00 oldest=2026-10-06T17:13:53+00:00 rate_limited=False status=200
  - page 2 start=50 entries=50 newest=2026-10-06T15:29:37+00:00 oldest=2026-10-03T13:30:53+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: 2026-10-08T17:55:12+00:00
- Oldest seen: 2026-10-01T02:31:20+00:00
- Stop reason: cutoff_reached
- Pages:
  - page 1 start=0 entries=50 newest=2026-10-08T17:55:12+00:00 oldest=2026-10-01T02:31:20+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: 2026-10-08T17:58:09+00:00
- Oldest seen: 2026-10-06T23:30:17+00:00
- Stop reason: max_pages_reached
- Pages:
  - page 1 start=0 entries=50 newest=2026-10-08T17:58:09+00:00 oldest=2026-10-08T03:09:29+00:00 rate_limited=False status=200
  - page 2 start=50 entries=50 newest=2026-10-08T02:59:20+00:00 oldest=2026-10-06T23:30:17+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: 2026-10-08T17:59:50+00:00
- Oldest seen: 2026-10-08T07:51:21+00:00
- Stop reason: max_pages_reached
- Pages:
  - page 1 start=0 entries=50 newest=2026-10-08T17:59:50+00:00 oldest=2026-10-08T13:52:24+00:00 rate_limited=False status=200
  - page 2 start=50 entries=50 newest=2026-10-08T13:44:53+00:00 oldest=2026-10-08T07:51:21+00:00 rate_limited=False status=200

## Priority summary
- High-priority papers: 507
- 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 :: DataSense-Bench: The First Step Toward an AI Scientist [agent, benchmark, fine-tuning, llm, self-improvement, tool-use] sim+=0.34 sim-=0.10 sep=0.00
  - 21.0 / rank=21.00 :: Memento 3: Model-Based Recursive Self-Improvement through Reflective Rulebooks [agent, llm, memory, self-improvement, world-model] sim+=0.28 sim-=0.09 sep=0.00
  - 20.0 / rank=20.00 :: Evaluating Local Language Model Agents for Reproducible Data Engineering: An Empirical Software Engineering Study of Mobility Workflows [agent, benchmark, llm, memory, quantization, tool-use] sim+=0.26 sim-=0.08 sep=0.00
  - 20.0 / rank=20.00 :: VAMR: Multi-Question Agentic Reasoning for Efficient Long-Form Video Understanding [agent, fine-tuning, memory, reasoning, tool-use] sim+=0.18 sim-=0.11 sep=0.00
  - 19.0 / rank=19.00 :: Recursive Self-Improvement through Multi-Agent Self-Supervision [agent, benchmark, fine-tuning, reasoning, self-improvement] sim+=0.20 sim-=0.11 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
  - 18.0 / rank=18.00 :: Examining Social Attribution in LLM Reasoning: A Theory-Guided Probing Methodology [agent, benchmark, llm, reasoning, world-model] sim+=0.20 sim-=0.06 sep=0.00
  - 18.0 / rank=18.00 :: Agentic-TTT: Training test-time policy for test-time training [agent, benchmark, llm, self-improvement, tool-use] sim+=0.13 sim-=0.04 sep=0.00
  - 18.0 / rank=18.00 :: SWE-Journey: Towards More Realistic Evaluation of Coding Assistants through Long-Horizon, Multi-Turn Interaction [agent, benchmark, llm, reasoning, world-model] sim+=0.18 sim-=0.07 sep=0.00
  - 17.0 / rank=17.00 :: When Should Agents Think? Adaptive Reasoning via Cross-Turn Estimation [agent, benchmark, fine-tuning, llm, reasoning] sim+=0.23 sim-=0.08 sep=0.00
  - 17.0 / rank=17.00 :: Event-Centric Memory with Query-Aware Graph Augmentation for Long-Term Conversational Agents [agent, benchmark, llm, memory, reasoning] sim+=0.27 sim-=0.07 sep=0.00
  - 17.0 / rank=17.00 :: A 3D Characterization Framework for Intelligent Sequential Decision Making [agent, benchmark, llm, memory, reasoning] sim+=0.23 sim-=0.08 sep=0.00
  - 17.0 / rank=17.00 :: Error-Propagation Modeling for Failure Attribution in LLM-Based Multi-Agent Systems [agent, benchmark, llm, reasoning, tool-use] sim+=0.24 sim-=0.13 sep=0.00
  - 17.0 / rank=17.00 :: FloorSAV: Elucidating Spatial Audio-Visual Context with 2D Floormap for AV-LLMs [agent, fine-tuning, reasoning, world-model] sim+=0.12 sim-=0.04 sep=0.00
  - 16.0 / rank=16.00 :: One Skill Too Many: How Co-Installed Skills Conflict in Coding Agents [agent, benchmark, llm, open-source, tool-use] sim+=0.23 sim-=0.06 sep=0.00
  - 15.0 / rank=15.00 :: SpaceCast-Bench: Evaluating Predictive Spatial Reasoning in Vision-Language Models [benchmark, fine-tuning, reasoning, world-model] sim+=0.19 sim-=0.06 sep=0.00
  - 15.0 / rank=15.00 :: HarnessSQL: Harness-Native Training for SQL Agents in Realistic Database Environments [agent, benchmark, fine-tuning, world-model] sim+=0.16 sim-=0.06 sep=0.00
  - 15.0 / rank=15.00 :: EgoVoice: Proactive Spoken Assistance from Egocentric Multimodal Streams [fine-tuning, llm, open-source, world-model] sim+=0.16 sim-=0.04 sep=0.00
  - 15.0 / rank=15.00 :: Forms of LLM-Integrated Applications from LLM-Chats to Autonomous AI Agent System [agent, llm, reasoning, tool-use] sim+=0.27 sim-=0.08 sep=0.00
  - 15.0 / rank=15.00 :: Chronos Enables Code Agents to Reason over Software Evolution [agent, llm, memory, reasoning] sim+=0.26 sim-=0.08 sep=0.00