# arXiv Scout Coverage — 2026-10-08_17-46

- 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: 2026-10-07T17:59:41+00:00
- Oldest seen: 2026-10-05T21:57:45+00:00
- Stop reason: cutoff_reached
- Pages:
  - page 1 start=0 entries=100 newest=2026-10-07T17:59:41+00:00 oldest=2026-10-07T09:31:46+00:00 rate_limited=False status=200
  - page 2 start=100 entries=100 newest=2026-10-07T08:58:57+00:00 oldest=2026-10-06T21:41:27+00:00 rate_limited=False status=200
  - page 3 start=200 entries=100 newest=2026-10-06T21:37:34+00:00 oldest=2026-10-06T15:27:23+00:00 rate_limited=False status=200
  - page 4 start=300 entries=100 newest=2026-10-06T15:23:01+00:00 oldest=2026-10-06T06:58:16+00:00 rate_limited=False status=200
  - page 5 start=400 entries=100 newest=2026-10-06T06:55:38+00:00 oldest=2026-10-05T21:57:45+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: 2026-10-07T17:59:26+00:00
- Oldest seen: 2026-10-06T02:58:14+00:00
- Stop reason: max_pages_reached
- Pages:
  - page 1 start=0 entries=100 newest=2026-10-07T17:59:26+00:00 oldest=2026-10-07T13:29:45+00:00 rate_limited=False status=200
  - page 2 start=100 entries=100 newest=2026-10-07T13:28:17+00:00 oldest=2026-10-07T06:07:21+00:00 rate_limited=False status=200
  - page 3 start=200 entries=100 newest=2026-10-07T06:07:19+00:00 oldest=2026-10-06T19:54:14+00:00 rate_limited=False status=200
  - page 4 start=300 entries=100 newest=2026-10-06T19:48:03+00:00 oldest=2026-10-06T12:30:08+00:00 rate_limited=False status=200
  - page 5 start=400 entries=100 newest=2026-10-06T12:27:34+00:00 oldest=2026-10-06T02:58:14+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: 2026-10-07T17:59:26+00:00
- Oldest seen: 2026-10-05T09:56:52+00:00
- Stop reason: cutoff_reached
- Pages:
  - page 1 start=0 entries=100 newest=2026-10-07T17:59:26+00:00 oldest=2026-10-06T18:30:42+00:00 rate_limited=False status=200
  - page 2 start=100 entries=100 newest=2026-10-06T18:00:05+00:00 oldest=2026-10-06T00:50:28+00:00 rate_limited=False status=200
  - page 3 start=200 entries=100 newest=2026-10-06T00:21:08+00:00 oldest=2026-10-05T09:56:52+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: 2026-10-07T17:58:04+00:00
- Oldest seen: 2026-10-05T13:47:32+00:00
- Stop reason: max_pages_reached
- Pages:
  - page 1 start=0 entries=50 newest=2026-10-07T17:58:04+00:00 oldest=2026-10-06T16:26:34+00:00 rate_limited=False status=200
  - page 2 start=50 entries=50 newest=2026-10-06T16:01:00+00:00 oldest=2026-10-05T13:47:32+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: 2026-10-07T17:57:58+00:00
- Oldest seen: 2026-10-06T21:33:26+00:00
- Stop reason: max_pages_reached
- Pages:
  - page 1 start=0 entries=50 newest=2026-10-07T17:57:58+00:00 oldest=2026-10-07T11:30:19+00:00 rate_limited=False status=200
  - page 2 start=50 entries=50 newest=2026-10-07T11:14:26+00:00 oldest=2026-10-06T21:33:26+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: 2026-10-07T17:51:08+00:00
- Oldest seen: 2026-10-03T17:53:29+00:00
- Stop reason: cutoff_reached
- Pages:
  - page 1 start=0 entries=50 newest=2026-10-07T17:51:08+00:00 oldest=2026-10-06T04:50:29+00:00 rate_limited=False status=200
  - page 2 start=50 entries=50 newest=2026-10-06T02:50:07+00:00 oldest=2026-10-03T17:53:29+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: 2026-10-07T17:59:41+00:00
- Oldest seen: 2026-10-05T16:29:22+00:00
- Stop reason: max_pages_reached
- Pages:
  - page 1 start=0 entries=50 newest=2026-10-07T17:59:41+00:00 oldest=2026-10-06T15:40:06+00:00 rate_limited=False status=200
  - page 2 start=50 entries=50 newest=2026-10-06T15:29:28+00:00 oldest=2026-10-05T16:29:22+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: 2026-10-07T17:59:26+00:00
- Oldest seen: 2026-10-06T15:55:29+00:00
- Stop reason: max_pages_reached
- Pages:
  - page 1 start=0 entries=50 newest=2026-10-07T17:59:26+00:00 oldest=2026-10-07T07:43:49+00:00 rate_limited=False status=200
  - page 2 start=50 entries=50 newest=2026-10-07T07:39:52+00:00 oldest=2026-10-06T15:55:29+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: 2026-10-07T17:58:52+00:00
- Oldest seen: 2026-10-07T02:25:43+00:00
- Stop reason: max_pages_reached
- Pages:
  - page 1 start=0 entries=50 newest=2026-10-07T17:58:52+00:00 oldest=2026-10-07T11:01:01+00:00 rate_limited=False status=200
  - page 2 start=50 entries=50 newest=2026-10-07T10:52:15+00:00 oldest=2026-10-07T02:25:43+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: 2026-10-07T16:44:47+00:00
- Oldest seen: 2026-10-04T07:52:31+00:00
- Stop reason: cutoff_reached
- Pages:
  - page 1 start=0 entries=50 newest=2026-10-07T16:44:47+00:00 oldest=2026-10-04T07:52:31+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: 2026-10-07T16:30:59+00:00
- Oldest seen: 2026-10-01T19:22:49+00:00
- Stop reason: cutoff_reached
- Pages:
  - page 1 start=0 entries=50 newest=2026-10-07T16:30:59+00:00 oldest=2026-10-05T14:50:58+00:00 rate_limited=False status=200
  - page 2 start=50 entries=50 newest=2026-10-05T13:47:32+00:00 oldest=2026-10-01T19:22:49+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: 2026-10-07T16:05:15+00:00
- Oldest seen: 2026-09-29T15:37:38+00:00
- Stop reason: cutoff_reached
- Pages:
  - page 1 start=0 entries=50 newest=2026-10-07T16:05:15+00:00 oldest=2026-09-29T15:37:38+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: 2026-10-07T17:57:38+00:00
- Oldest seen: 2026-10-05T20:08:29+00:00
- Stop reason: max_pages_reached
- Pages:
  - page 1 start=0 entries=50 newest=2026-10-07T17:57:38+00:00 oldest=2026-10-06T18:52:05+00:00 rate_limited=False status=200
  - page 2 start=50 entries=50 newest=2026-10-06T18:52:00+00:00 oldest=2026-10-05T20:08:29+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: 2026-10-07T17:59:26+00:00
- Oldest seen: 2026-10-07T04:58:28+00:00
- Stop reason: max_pages_reached
- Pages:
  - page 1 start=0 entries=50 newest=2026-10-07T17:59:26+00:00 oldest=2026-10-07T12:26:24+00:00 rate_limited=False status=200
  - page 2 start=50 entries=50 newest=2026-10-07T12:14:50+00:00 oldest=2026-10-07T04:58:28+00:00 rate_limited=False status=200

## Priority summary
- High-priority papers: 539
- 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:
  - 19.0 / rank=19.00 :: VideoEvolve: Co-Evolving Memory and Retrieval for Long Video Understanding [agent, benchmark, memory, reasoning, self-improvement] sim+=0.20 sim-=0.07 sep=0.00
  - 19.0 / rank=19.00 :: Frozen Models, Evolving Expertise: Model-Agnostic Learning from Deployment Experience for Multimodal Medical AI [fine-tuning, memory, open-source, reasoning, tool-use] sim+=0.25 sim-=0.06 sep=0.00
  - 18.0 / rank=18.00 :: RSIGym: A Flexible Environment for Recursive Self-Improvement [agent, benchmark, open-source, reasoning, self-improvement] sim+=0.23 sim-=0.10 sep=0.00
  - 17.0 / rank=17.00 :: RECAST: Learning to Compute the Right Context through Adaptive Evidence Routing [agent, benchmark, fine-tuning, llm, tool-use] sim+=0.22 sim-=0.09 sep=0.00
  - 17.0 / rank=17.00 :: LiveMACE: Process-Aware Evaluation of LLM Agent Capabilities in Evolving Markets [agent, benchmark, llm, memory, tool-use] sim+=0.17 sim-=0.05 sep=0.00
  - 17.0 / rank=17.00 :: Training Advisors for LLM Agents from Task Outcomes [agent, benchmark, llm, reasoning, tool-use] sim+=0.23 sim-=0.08 sep=0.00
  - 17.0 / rank=17.00 :: SkillForge: Co-Evolving Skills and Agents via Dynamic Skill Lifecycles [agent, benchmark, fine-tuning, llm, memory] sim+=0.26 sim-=0.07 sep=0.00
  - 17.0 / rank=17.00 :: SearchWorld: Spatial Value-Grounded Imagination for UAV Object Search via World Models [agent, memory, reasoning, world-model] sim+=0.18 sim-=0.06 sep=0.00
  - 17.0 / rank=17.00 :: Whose Memory Is It? Scope-Aware Commit Rules for Long-Term LLM Memory [memory, reasoning, tool-use, world-model] sim+=0.22 sim-=0.07 sep=0.00
  - 16.0 / rank=16.00 :: How to train your model organism [agent, fine-tuning, reasoning, tool-use] sim+=0.17 sim-=0.04 sep=0.00
  - 16.0 / rank=16.00 :: Label-Efficient Deep Learning for ECG Delineation: A Multi-Dataset Benchmark against Widely Used Delineation Tools [fine-tuning, open-source, tool-use, world-model] sim+=0.19 sim-=0.05 sep=0.00
  - 15.0 / rank=15.00 :: EmbodiedRSI: Active Continual Robot Learning Through Hypothesis-Guided Co-Evolution [agent, benchmark, memory, world-model] sim+=0.17 sim-=0.04 sep=0.00
  - 15.0 / rank=15.00 :: RobotWorld: Benchmarking Multimodal Agents for Robot Use Across Diverse Tasks and Embodiments [agent, benchmark, tool-use, world-model] sim+=0.23 sim-=0.06 sep=0.00
  - 15.0 / rank=15.00 :: Learning Situation-Conditioned Thinking Policies for Long-Term LLM Agents [agent, llm, memory, reasoning] sim+=0.20 sim-=0.06 sep=0.00
  - 14.0 / rank=14.00 :: RoboQuest: Generalist Physical Agents that Search, Inspect and Test [agent, benchmark, fine-tuning, tool-use] sim+=0.30 sim-=0.11 sep=0.00
  - 14.0 / rank=14.00 :: Performance at What Cost? A Sustainability-Aware Performance Index for Cell and Nucleus Instance Segmentation [benchmark, fine-tuning, memory, tool-use] sim+=0.18 sim-=0.05 sep=0.00
  - 14.0 / rank=14.00 :: LLM-Assisted Generation of Transparent, Open-Source Multiphysics Models of Electrochemical Devices [agent, llm, open-source, tool-use] sim+=0.18 sim-=0.06 sep=0.00
  - 14.0 / rank=14.00 :: Loud Failures, Quiet Failures: Fault Detection and Recovery in Tool-Using Language Model Agents [agent, benchmark, reasoning, tool-use] sim+=0.29 sim-=0.11 sep=0.00
  - 14.0 / rank=14.00 :: From Expert-Guided Proof Search to Automated Open-Problem Solving [agent, llm, open-source, reasoning] sim+=0.12 sim-=0.05 sep=0.00
  - 14.0 / rank=14.00 :: PhysEvo: Astra Can Act, Let It [self-improvement, tool-use, world-model] sim+=0.21 sim-=0.07 sep=0.00