Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-10T04:37:16.682863Z
Paper Citation Record · LEDGER
Empirical Research on Utilizing LLM-based Agents for Automated Bug Fixing via LangGraph
As of 20 August 2026, this Paper Citation Record lists 9 of 9 outbound references and 1 inbound Pith citation observation for arXiv:2502.18465.
A citation records a reference. It does not transfer a finding from one paper to another.
Coverage vector
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-19T06:32:44.657259+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-05T16:20:59.611197Z
A source-named dated measurement, never combined with another source.
Source: pith, observed 2026-08-05T16:21:03.428246Z
Reference resolution
9 of 9 outbound references displayed
- verified exact0
- verified fuzzy2
- unresolved7
- parse uncertain0
- malformed identifier0
- metadata mismatch0
External citation measurements
No source-named external measurement is stored.
Outbound references
Observation 2220cd6a-ba94-4fab-8084-9564896e7174 · outbound
This paper cites SWE-bench: Can Language Models Resolve Real-World GitHub Issues?.
Empirical Research on Utilizing LLM-based Agents for Automated Bug Fixing via LangGraph SWE-bench: Can Language Models Resolve Real-World GitHub Issues?
Reference 1
- Resolution
- unresolved
- no resolver link, observed 2026-08-10T04:37:16.649109Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 33aeee14-9ed4-4008-ba10-896630427d4f · outbound
This paper cites SWE-Bench+: Enhanced Coding Benchmark for LLMs.
Empirical Research on Utilizing LLM-based Agents for Automated Bug Fixing via LangGraph SWE-Bench+: Enhanced Coding Benchmark for LLMs
Reference 2
- Resolution
- unresolved
- no resolver link, observed 2026-08-10T04:37:16.653625Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 02ede231-0afb-4e87-a604-841f74e656db · outbound
This paper cites An empirical study on llm-based agents for automated bug fixing.
Empirical Research on Utilizing LLM-based Agents for Automated Bug Fixing via LangGraph An empirical study on llm-based agents for automated bug fixing
Reference 3
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-10T04:37:16.788765Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 467c48af-8f79-4006-aeb5-8c4bde53c655 · outbound
This paper cites MarsCode Agent: AI-native Automated Bug Fixing.
Empirical Research on Utilizing LLM-based Agents for Automated Bug Fixing via LangGraph MarsCode Agent: AI-native Automated Bug Fixing
Reference 4
- Resolution
- unresolved
- no resolver link, observed 2026-08-10T04:37:16.661394Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 43aaf7cd-5443-4523-9323-566aa794e4d5 · outbound
This paper cites Alibaba LingmaAgent: Improving Automated Issue Resolution via Comprehensive Repository Exploration.
Empirical Research on Utilizing LLM-based Agents for Automated Bug Fixing via LangGraph Alibaba LingmaAgent: Improving Automated Issue Resolution via Comprehensive Repository Exploration
Reference 5
- Resolution
- unresolved
- no resolver link, observed 2026-08-10T04:37:16.665775Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 38bebe3c-36b7-4115-b23c-0904ba520110 · outbound
This paper cites Autocoderover: Autonomous program improvement.
Empirical Research on Utilizing LLM-based Agents for Automated Bug Fixing via LangGraph Autocoderover: Autonomous program improvement
Reference 6
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-10T04:37:16.777362Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 9323cea2-b834-4557-a467-128e769daeaf · outbound
This paper cites RepoGraph: Enhancing AI Software Engineering with Repository-level Code Graph.
Empirical Research on Utilizing LLM-based Agents for Automated Bug Fixing via LangGraph RepoGraph: Enhancing AI Software Engineering with Repository-level Code Graph
Reference 7
- Resolution
- unresolved
- no resolver link, observed 2026-08-10T04:37:16.674928Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ef0cd3bb-83e6-4cd4-bc44-62eb9c31dbbe · outbound
This paper cites , " * write output.state after.block = add.period write.
Empirical Research on Utilizing LLM-based Agents for Automated Bug Fixing via LangGraph , " * write output.state after.block = add.period write
Reference 8
- Resolution
- unresolved
- no resolver link, observed 2026-08-10T04:37:16.678761Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 351668ac-4176-40d7-aa55-0b0fe303ab98 · outbound
This paper cites write newline.
Empirical Research on Utilizing LLM-based Agents for Automated Bug Fixing via LangGraph write newline
Reference 9
- Resolution
- unresolved
- no resolver link, observed 2026-08-10T04:37:16.682863Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Pith citing papers
Observation f2b02e11-a5f4-425b-9eeb-31d6fc0e04ad · inbound
Toward Edge General Intelligence with Agentic AI and Agentification: Concepts, Technologies, and Future Directions cites this paper.
Toward Edge General Intelligence with Agentic AI and Agentification: Concepts, Technologies, and Future Directions Empirical Research on Utilizing LLM-based Agents for Automated Bug Fixing via LangGraph
Reference 120
- Resolution
- verified exact
- local_arxiv, observed 2026-08-05T16:21:03.440755Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.