Paper Citation Record · LEDGER

Scrouting: Cost-Aware Routing of Coding Agents by Scouting the Repository First

As of 7 August 2026, this Paper Citation Record lists 38 of 38 outbound references and 0 inbound Pith citation observations for arXiv:2608.04804.

A citation records a reference. It does not transfer a finding from one paper to another.

pith.paper-citation-record.v1
2608.04804 v1

Coverage vector

measured 38 of 38 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T16:21:11.174293Z

measured 38 of 38 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-06T06:34:29.942622+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: cited_works

Reference resolution

38 of 38 outbound references displayed

verified exact3
verified fuzzy8
unresolved26
parse uncertain0
malformed identifier1
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 20a499f3-073b-4382-8510-b0c35e32e7c9 · outbound

This paper cites SWE-bench: Can Language Models Resolve Real-World GitHub Issues?.

Scrouting: Cost-Aware Routing of Coding Agents by Scouting the Repository First SWE-bench: Can Language Models Resolve Real-World GitHub Issues?

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-06T16:21:09.884756Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f2367007-11be-49bd-a7ac-b130e7cd675b · outbound

This paper cites RouteLLM: Learning to Route LLMs with Preference Data.

Scrouting: Cost-Aware Routing of Coding Agents by Scouting the Repository First RouteLLM: Learning to Route LLMs with Preference Data

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-06T16:21:10.022647Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4cdf207a-a9ba-4c81-af04-0f4fcfa31235 · outbound

This paper cites FrugalGPT: How to Use Large Language Models While Reducing Cost and Improving Performance.

Scrouting: Cost-Aware Routing of Coding Agents by Scouting the Repository First FrugalGPT: How to Use Large Language Models While Reducing Cost and Improving Performance

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-06T16:21:10.172655Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3fa6614d-2b13-4217-82e5-1911df8fc217 · outbound

This paper cites SWE-Bench Pro: Can AI Agents Solve Long-Horizon Software Engineering Tasks?.

Scrouting: Cost-Aware Routing of Coding Agents by Scouting the Repository First SWE-Bench Pro: Can AI Agents Solve Long-Horizon Software Engineering Tasks?

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-06T16:21:10.295146Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8555da6c-cbbe-4420-9949-c938e3eef4bd · outbound

This paper cites SWE-agent: Agent-Computer Interfaces Enable Automated Software Engineering.

Scrouting: Cost-Aware Routing of Coding Agents by Scouting the Repository First SWE-agent: Agent-Computer Interfaces Enable Automated Software Engineering

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-06T16:21:10.374802Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8e36e7e9-63ea-4fa9-8d3d-b70e1c59a1a1 · outbound

This paper cites Agentless: Demystifying LLM-based Software Engineering Agents.

Scrouting: Cost-Aware Routing of Coding Agents by Scouting the Repository First Agentless: Demystifying LLM-based Software Engineering Agents

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-06T16:21:10.441409Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1685fdc7-a4a4-4917-a48c-15e7cdf48413 · outbound

This paper cites SWE-smith: Scaling Data for Software Engineering Agents.

Scrouting: Cost-Aware Routing of Coding Agents by Scouting the Repository First SWE-smith: Scaling Data for Software Engineering Agents

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-06T16:21:10.531995Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 52e20be3-e61b-4a89-9312-107a7fe360c3 · outbound

This paper cites Training software engineering agents and verifiers with SWE-Gym,.

Scrouting: Cost-Aware Routing of Coding Agents by Scouting the Repository First Training software engineering agents and verifiers with SWE-Gym,

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T16:21:12.211280Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 63d7a0af-ac1a-4701-9dda-6e8f11e26e7b · outbound

This paper cites R2E-Gym: Procedural Environments and Hybrid Verifiers for Scaling Open-Weights SWE Agents.

Scrouting: Cost-Aware Routing of Coding Agents by Scouting the Repository First R2E-Gym: Procedural Environments and Hybrid Verifiers for Scaling Open-Weights SWE Agents

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-06T16:21:10.741606Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 66144ce3-fc94-4c1b-8d9f-feb15afd81a5 · outbound

This paper cites SWE-Fixer: Training Open-Source LLMs for Effective and Efficient GitHub Issue Resolution.

Scrouting: Cost-Aware Routing of Coding Agents by Scouting the Repository First SWE-Fixer: Training Open-Source LLMs for Effective and Efficient GitHub Issue Resolution

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-06T16:21:10.867962Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d046c397-4240-4e3b-9377-680ed84ad48f · outbound

This paper cites LocAgent: Graph-Guided LLM Agents for Code Localization.

Scrouting: Cost-Aware Routing of Coding Agents by Scouting the Repository First LocAgent: Graph-Guided LLM Agents for Code Localization

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-06T16:21:10.977833Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 279c8003-6398-462d-a205-e1f36175d083 · outbound

This paper cites SweRank: Software Issue Localization with Code Ranking.

Scrouting: Cost-Aware Routing of Coding Agents by Scouting the Repository First SweRank: Software Issue Localization with Code Ranking

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-06T16:21:11.013016Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b1a11c41-d239-4cd2-9b00-07df7df0d872 · outbound

This paper cites Hybrid LLM: Cost-Efficient and Quality-Aware Query Routing.

Scrouting: Cost-Aware Routing of Coding Agents by Scouting the Repository First Hybrid LLM: Cost-Efficient and Quality-Aware Query Routing

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-06T16:21:11.021145Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8b09e4e5-502f-4dd1-b6aa-9b1d780a376f · outbound

This paper cites Large Language Model Routing with Benchmark Datasets.

Scrouting: Cost-Aware Routing of Coding Agents by Scouting the Repository First Large Language Model Routing with Benchmark Datasets

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-06T16:21:11.026627Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2278767c-2c79-4bb2-9806-51843a141c3c · outbound

This paper cites EmbedLLM: Learning Compact Representations of Large Language Models.

Scrouting: Cost-Aware Routing of Coding Agents by Scouting the Repository First EmbedLLM: Learning Compact Representations of Large Language Models

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-06T16:21:11.032050Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f9723c20-62bb-4b34-8615-93f0f140d83f · outbound

This paper cites ICL-router: In-context learned model representations for LLM routing,.

Scrouting: Cost-Aware Routing of Coding Agents by Scouting the Repository First ICL-router: In-context learned model representations for LLM routing,

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-06T16:21:11.039006Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f5e25c16-da25-437f-97aa-13f75b468236 · outbound

This paper cites SWE-Router: Routing in Multi-turn Agentic Software Engineering Tasks.

Scrouting: Cost-Aware Routing of Coding Agents by Scouting the Repository First SWE-Router: Routing in Multi-turn Agentic Software Engineering Tasks

Reference 17

Resolution: verified exact; local_arxiv, observed 2026-08-06T16:21:11.698790Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation c4887691-aa60-4cff-adf0-d6af79f3cde3 · outbound

This paper cites CodeRescue: Budget-Calibrated Recovery Routing for Coding Agents.

Scrouting: Cost-Aware Routing of Coding Agents by Scouting the Repository First CodeRescue: Budget-Calibrated Recovery Routing for Coding Agents

Reference 18

Resolution: verified exact; local_arxiv, observed 2026-08-06T16:21:11.672155Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 27ee8197-0a95-4f73-b92c-7c63d5bc625f · outbound

This paper cites TRACE-ROUTER: Task-Consistent and Adaptive Online Routing for Agentic AI.

Scrouting: Cost-Aware Routing of Coding Agents by Scouting the Repository First TRACE-ROUTER: Task-Consistent and Adaptive Online Routing for Agentic AI

Reference 19

Resolution: verified exact; local_arxiv, observed 2026-08-06T16:21:11.644399Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 79c68b93-61ab-48b2-b69d-95bf37658216 · outbound

This paper cites Toward Training Superintelligent Software Agents through Self-Play SWE-RL.

Scrouting: Cost-Aware Routing of Coding Agents by Scouting the Repository First Toward Training Superintelligent Software Agents through Self-Play SWE-RL

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-06T16:21:11.065080Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 823e6188-2b6d-42a6-baa5-cb99a8cfedef · outbound

This paper cites Introducing SWE-bench Verified,.

Scrouting: Cost-Aware Routing of Coding Agents by Scouting the Repository First Introducing SWE-bench Verified,

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T16:21:12.192276Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 0d0d1bfe-73b4-4e70-9753-fefd1aec8617 · outbound

This paper cites SWE-bench multilingual,.

Scrouting: Cost-Aware Routing of Coding Agents by Scouting the Repository First SWE-bench multilingual,

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T16:21:12.166668Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 6ba785ba-607b-4754-b9aa-fb576a88e69d · outbound

This paper cites Qwen2.5-Coder Technical Report.

Scrouting: Cost-Aware Routing of Coding Agents by Scouting the Repository First Qwen2.5-Coder Technical Report

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-06T16:21:11.080197Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9dbfb3ff-041c-4898-bd60-820acf1113aa · outbound

This paper cites Qwen3 Embedding: Advancing Text Embedding and Reranking Through Foundation Models.

Scrouting: Cost-Aware Routing of Coding Agents by Scouting the Repository First Qwen3 Embedding: Advancing Text Embedding and Reranking Through Foundation Models

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-06T16:21:11.084927Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d78d2982-eb55-4525-9653-0ca721e0ac13 · outbound

This paper cites gpt-oss-120b & gpt-oss-20b Model Card.

Scrouting: Cost-Aware Routing of Coding Agents by Scouting the Repository First gpt-oss-120b & gpt-oss-20b Model Card

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-06T16:21:11.089911Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 02268a81-3a2e-49cd-b292-34b3efd69bd1 · outbound

This paper cites Open-SWE-Traces: Advancing dual-mode mul- tilingual distillation for software engineering agents,.

Scrouting: Cost-Aware Routing of Coding Agents by Scouting the Repository First Open-SWE-Traces: Advancing dual-mode mul- tilingual distillation for software engineering agents,

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-06T16:21:11.095147Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d448b95f-b146-488a-9bd3-149a4d16bbcd · outbound

This paper cites OpenHands Trajectories with Qwen3-Coder-480B-A35B-Instruct,.

Scrouting: Cost-Aware Routing of Coding Agents by Scouting the Repository First OpenHands Trajectories with Qwen3-Coder-480B-A35B-Instruct,

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T16:21:12.146379Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 3d666a44-73fd-4f0e-8e88-4d099dc97afb · outbound

This paper cites SWE-rebench: An automated pipeline for task collection and decontaminated evaluation of software engineering agents,.

Scrouting: Cost-Aware Routing of Coding Agents by Scouting the Repository First SWE-rebench: An automated pipeline for task collection and decontaminated evaluation of software engineering agents,

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T16:21:12.122847Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 83bbd989-a178-4b82-baba-2bbcd25f3871 · outbound

This paper cites From SWE-ZERO to SWE-HERO: Execution-free to Execution-based Fine-tuning for Software Engineering Agents.

Scrouting: Cost-Aware Routing of Coding Agents by Scouting the Repository First From SWE-ZERO to SWE-HERO: Execution-free to Execution-based Fine-tuning for Software Engineering Agents

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-06T16:21:11.112283Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 27eff993-cc46-46dd-90e7-746cd5eb21f9 · outbound

This paper cites OpenHands: An Open Platform for AI Software Developers as Generalist Agents.

Scrouting: Cost-Aware Routing of Coding Agents by Scouting the Repository First OpenHands: An Open Platform for AI Software Developers as Generalist Agents

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-06T16:21:11.119246Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 72fbcc84-e3f4-482a-ae71-6ab65897163a · outbound

This paper cites LoRA: Low-Rank Adaptation of Large Language Models.

Scrouting: Cost-Aware Routing of Coding Agents by Scouting the Repository First LoRA: Low-Rank Adaptation of Large Language Models

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-06T16:21:11.126569Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8529b07d-f629-4470-8c68-040186b283ca · outbound

This paper cites DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models.

Scrouting: Cost-Aware Routing of Coding Agents by Scouting the Repository First DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-06T16:21:11.133668Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3da08b11-821a-4c34-94d8-f46531dfaba5 · outbound

This paper cites Introducing Claude Opus 4.6,.

Scrouting: Cost-Aware Routing of Coding Agents by Scouting the Repository First Introducing Claude Opus 4.6,

Reference 33

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T16:21:12.102497Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 4b9bcd93-1fe8-4bf3-ac0f-6524606d081e · outbound

This paper cites Introducing GPT-5.2,.

Scrouting: Cost-Aware Routing of Coding Agents by Scouting the Repository First Introducing GPT-5.2,

Reference 34

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T16:21:12.082582Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation df032f04-3e70-4ba2-8409-06a18bb8a60f · outbound

This paper cites Kimi K2.5: Visual Agentic Intelligence.

Scrouting: Cost-Aware Routing of Coding Agents by Scouting the Repository First Kimi K2.5: Visual Agentic Intelligence

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-06T16:21:11.152966Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4e618a04-8d79-459e-adbc-b2c5f599b6c1 · outbound

This paper cites Gemini 3 Flash model card,.

Scrouting: Cost-Aware Routing of Coding Agents by Scouting the Repository First Gemini 3 Flash model card,

Reference 36

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T16:21:12.065241Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 55532fe1-73c6-4071-9efb-2cbd35d93a53 · outbound

This paper cites Note on the sampling error of the dif- ference between correlated proportions or percentages,.

Scrouting: Cost-Aware Routing of Coding Agents by Scouting the Repository First Note on the sampling error of the dif- ference between correlated proportions or percentages,

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-06T16:21:11.167792Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d9f85322-1a67-4f6d-b45b-c1abc9fb8452 · outbound

This paper cites Bootstrap methods: Another look at the jackknife,.

Scrouting: Cost-Aware Routing of Coding Agents by Scouting the Repository First Bootstrap methods: Another look at the jackknife,

Reference 38

Resolution: malformed identifier; raw_fallback, observed 2026-08-06T16:21:11.298429Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Pith citing papers

No inbound Pith citation observations are available.