Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-07-02T08:34:20.374717Z
Paper Citation Record · LEDGER
As of 22 July 2026, this Paper Citation Record lists 55 of 55 outbound references and 0 inbound Pith citation observations for arXiv:2607.00820.
A citation records a reference. It does not transfer a finding from one paper to another.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-07-02T08:34:20.374717Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-07-20T06:30:07.809122+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links
A source-named dated measurement, never combined with another source.
Source: cited_works
55 of 55 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 459afe2c-18a9-45a0-97d2-09d8ca8c3325 · outbound
Knowledge-Enhanced Agentic Vulnerability Repair Unresolved cited work
Reference 1
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-20T06:30:07.809122+00:00.
Observation 55fcde4b-73ed-460e-a196-6683a853d268 · outbound
Knowledge-Enhanced Agentic Vulnerability Repair Unresolved cited work
Reference 2
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-20T06:30:07.809122+00:00.
Observation c5abc401-c3c4-4928-ad6b-90f78f4bb437 · outbound
Knowledge-Enhanced Agentic Vulnerability Repair Unresolved cited work
Reference 3
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-20T06:30:07.809122+00:00.
Observation 7a96203a-2bb6-48dc-b7f0-4cd0780eeb5b · outbound
Knowledge-Enhanced Agentic Vulnerability Repair SoK: Towards effective automated vulnerability repair,
Reference 4
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-20T06:30:07.809122+00:00.
Observation b5e12b41-f085-4633-b4e2-ff351d4732d1 · outbound
Knowledge-Enhanced Agentic Vulnerability Repair Large language model for vulnerability detection and repair: Literature review and the road ahead,
Reference 5
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-20T06:30:07.809122+00:00.
Observation 4b86b821-9c92-40ae-91d6-d2d1ab314d17 · outbound
Knowledge-Enhanced Agentic Vulnerability Repair Using safety properties to generate vulnerability patches,
Reference 6
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-20T06:30:07.809122+00:00.
Observation bd09dcb6-dfca-477c-8919-c5b01e2b9eda · outbound
Knowledge-Enhanced Agentic Vulnerability Repair Program vulnerability repair via inductive inference,
Reference 7
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-20T06:30:07.809122+00:00.
Observation 36286055-d670-498e-b10b-f6f32a37d94e · outbound
Knowledge-Enhanced Agentic Vulnerability Repair VulRepair: A T5-based automated software vulnerability repair,
Reference 8
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-20T06:30:07.809122+00:00.
Observation 12b6bef4-6448-40e8-8c82-1f9b8e5ec3db · outbound
Knowledge-Enhanced Agentic Vulnerability Repair Out of sight, out of mind: Better automatic vulnerability repair by broadening input ranges and sources,
Reference 9
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-20T06:30:07.809122+00:00.
Observation f61b1388-7724-4694-8cbe-9cf27e21a6fe · outbound
Knowledge-Enhanced Agentic Vulnerability Repair Examining zero-shot vulnerability repair with large language models,
Reference 10
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-20T06:30:07.809122+00:00.
Observation ca3101eb-4479-4819-98d8-48d4c97484f0 · outbound
Knowledge-Enhanced Agentic Vulnerability Repair Vul-r2: A reasoning LLM for automated vulnerability repair,
Reference 11
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-20T06:30:07.809122+00:00.
Observation b5455c64-fed7-4b58-a964-2d440d5f2c06 · outbound
Knowledge-Enhanced Agentic Vulnerability Repair SeCuRepair: Semantics- aligned, curriculum-driven, and reasoning-enhanced vulnerability repair framework,
Reference 12
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-20T06:30:07.809122+00:00.
Observation 50af1232-27e7-461a-967f-7b8e6b9c6a19 · outbound
Knowledge-Enhanced Agentic Vulnerability Repair APPATCH: Automated adaptive prompting large language models for real-world software vulnerability patching,
Reference 13
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-20T06:30:07.809122+00:00.
Observation ed72b146-64a1-4277-bd40-bf81165f246a · outbound
Knowledge-Enhanced Agentic Vulnerability Repair Well begun is half done: Location-aware and trace-guided iterative automated vulnerability repair,
Reference 14
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-20T06:30:07.809122+00:00.
Observation 82b9fbc4-6a6f-45d1-beec-8a3324ecf83b · outbound
Knowledge-Enhanced Agentic Vulnerability Repair PATCHAGENT: A practical program repair agent mimicking human expertise,
Reference 15
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-20T06:30:07.809122+00:00.
Observation 6762c150-5b53-4e0d-bdac-9ce68804d02b · outbound
Knowledge-Enhanced Agentic Vulnerability Repair Logs in, patches out: Automated vulnerability repair via tree-of-thought LLM analysis,
Reference 16
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-20T06:30:07.809122+00:00.
Observation ec0c31f2-de0d-421b-99fc-1d6376aff79d · outbound
Knowledge-Enhanced Agentic Vulnerability Repair SoK: Automated vulnerability repair: Methods, tools, and assessments,
Reference 17
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-20T06:30:07.809122+00:00.
Observation 3a25446c-930b-4f00-b0ce-8a8bb7b5e200 · outbound
Knowledge-Enhanced Agentic Vulnerability Repair Eval- uating the impact of experimental assumptions in automated fault localization,
Reference 18
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-20T06:30:07.809122+00:00.
Observation 76cfa23d-448c-403b-8cd2-f22288a74bc8 · outbound
Knowledge-Enhanced Agentic Vulnerability Repair Collu-Bench: A Benchmark for Predicting Language Model Hallucinations in Code
Reference 19
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-20T06:30:07.809122+00:00.
Observation bbb1aab8-a1dd-4bc5-9d56-e1760cbd0661 · outbound
Knowledge-Enhanced Agentic Vulnerability Repair ThinkRepair: Self-directed automated program repair,
Reference 20
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-20T06:30:07.809122+00:00.
Observation 86523cde-6a89-4382-8182-db49ff22ce68 · outbound
Knowledge-Enhanced Agentic Vulnerability Repair What makes good in-context demonstrations for code intelligence tasks with llms?
Reference 21
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-20T06:30:07.809122+00:00.
Observation 8a1aee63-60f6-4d70-baca-337b8fcde698 · outbound
Knowledge-Enhanced Agentic Vulnerability Repair Fix pattern-aware vulnerability patch generation via in-context learning,
Reference 22
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-20T06:30:07.809122+00:00.
Observation 9ed4dfc9-6fea-4572-9529-2550f39849ab · outbound
Knowledge-Enhanced Agentic Vulnerability Repair Vulkey: Automated vulnerability repair guided by domain-specific repair patterns,
Reference 23
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-20T06:30:07.809122+00:00.
Observation c64ad5aa-e6f8-403f-8eba-79d30845fdea · outbound
Knowledge-Enhanced Agentic Vulnerability Repair Neural transfer learning for repairing security vulnerabilities in C code,
Reference 24
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-20T06:30:07.809122+00:00.
Observation 5e6204dc-15bc-46fc-ae84-fc6cc7e717ff · outbound
Knowledge-Enhanced Agentic Vulnerability Repair Vision transformer inspired automated vulnerability repair,
Reference 25
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-20T06:30:07.809122+00:00.
Observation 92860e80-24c0-4572-b17e-8ad207e15b19 · outbound
Knowledge-Enhanced Agentic Vulnerability Repair Beyond tests: Program vulnerability repair via crash constraint extraction,
Reference 26
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-20T06:30:07.809122+00:00.
Observation 6d6d6293-5ba5-4232-b1d4-26578afae5a6 · outbound
Knowledge-Enhanced Agentic Vulnerability Repair Patcheval: A new benchmark for evaluating llms on patching real-world vulnerabilities,
Reference 27
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-20T06:30:07.809122+00:00.
Observation ed6c0b1a-d70a-4ce1-b0e9-3d0575a9a2da · outbound
Knowledge-Enhanced Agentic Vulnerability Repair Large language model-based agents for software engineering: A survey,
Reference 28
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-20T06:30:07.809122+00:00.
Observation db56612a-cde1-442d-8ba8-8520a8cb4bf9 · outbound
Knowledge-Enhanced Agentic Vulnerability Repair Autocoderover: Autonomous program improvement,
Reference 29
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-20T06:30:07.809122+00:00.
Observation ac8195e8-026d-480e-9dfa-0478b9ddd3db · outbound
Knowledge-Enhanced Agentic Vulnerability Repair Swe-agent: Agent-computer interfaces enable automated software engineering,
Reference 30
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-20T06:30:07.809122+00:00.
Observation c68f23d3-6ec4-4f16-be83-0318c6b9ae98 · outbound
Knowledge-Enhanced Agentic Vulnerability Repair Atomizer: An llm-based collaborative multi-agent framework for intent-driven commit untangling,
Reference 31
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-20T06:30:07.809122+00:00.
Observation 9f82b20f-d55c-4aed-bed8-7e6ae7dd82f0 · outbound
Knowledge-Enhanced Agentic Vulnerability Repair Unresolved cited work
Reference 32
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-20T06:30:07.809122+00:00.
Observation 37cc4d4f-7978-4003-bcc6-b14de21255e5 · outbound
Knowledge-Enhanced Agentic Vulnerability Repair Localizing vulnerabilities statistically from one exploit,
Reference 33
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-20T06:30:07.809122+00:00.
Observation b41a1a91-7e66-4c5b-90c1-635d0509c142 · outbound
Knowledge-Enhanced Agentic Vulnerability Repair The future can’t help fix the past: Assessing program repair in the wild,
Reference 34
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-20T06:30:07.809122+00:00.
Observation 9c01636e-8f0d-42f1-b8e6-b469c5c99d12 · outbound
Knowledge-Enhanced Agentic Vulnerability Repair Vulnerability repair via concolic execution and code mutations,
Reference 35
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-20T06:30:07.809122+00:00.
Observation 0b97107f-7d31-4846-8bb8-823b1f06f35e · outbound
Knowledge-Enhanced Agentic Vulnerability Repair Unresolved cited work
Reference 36
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-20T06:30:07.809122+00:00.
Observation b86db67f-6772-4d18-b653-114ce773b26c · outbound
Knowledge-Enhanced Agentic Vulnerability Repair ReAct: Synergizing reasoning and acting in language models,
Reference 37
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-20T06:30:07.809122+00:00.
Observation af82a3c2-0c25-452c-83d8-0b41f60f26f1 · outbound
Knowledge-Enhanced Agentic Vulnerability Repair Context-enhanced vulnerability detection based on large language models,
Reference 38
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-20T06:30:07.809122+00:00.
Observation b3160054-eea8-48d9-ae62-2efa2297bd0c · outbound
Knowledge-Enhanced Agentic Vulnerability Repair Patchscope: Memory object centric patch diffing,
Reference 39
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-20T06:30:07.809122+00:00.
Observation b224c5de-ebc9-4836-8afd-45cd535331f8 · outbound
Knowledge-Enhanced Agentic Vulnerability Repair MVD: memory-related vulnerability detection based on flow-sensitive graph neural networks,
Reference 40
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-20T06:30:07.809122+00:00.
Observation 81709798-220f-4f04-a842-d79d5430edc9 · outbound
Knowledge-Enhanced Agentic Vulnerability Repair Chain-of-thought prompting elicits reasoning in large language models,
Reference 41
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-20T06:30:07.809122+00:00.
Observation 76e607e5-2aeb-4773-b336-d1622e25cff9 · outbound
Knowledge-Enhanced Agentic Vulnerability Repair Vul-rag: Enhancing llm-based vulnerability detection via knowledge-level RAG,
Reference 42
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-20T06:30:07.809122+00:00.
Observation 8c625fee-b228-429f-bd06-5b53088445ac · outbound
Knowledge-Enhanced Agentic Vulnerability Repair The faiss library,
Reference 43
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-20T06:30:07.809122+00:00.
Observation 4d603162-992e-402d-b5c7-32ba65633848 · outbound
Knowledge-Enhanced Agentic Vulnerability Repair Unresolved cited work
Reference 44
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-20T06:30:07.809122+00:00.
Observation 0e837021-8e3f-4410-9d06-f8f1138e56e7 · outbound
Knowledge-Enhanced Agentic Vulnerability Repair Code Llama: Open Foundation Models for Code
Reference 45
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-20T06:30:07.809122+00:00.
Observation e2628e0a-b8d2-4036-935d-7bc64454c6a8 · outbound
Knowledge-Enhanced Agentic Vulnerability Repair Term-weighting approaches in automatic text retrieval,
Reference 46
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-20T06:30:07.809122+00:00.
Observation aa993bd1-4064-46c3-90b4-8c3351a16097 · outbound
Knowledge-Enhanced Agentic Vulnerability Repair Vulnerability detection with code language models: How far are we?
Reference 47
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-20T06:30:07.809122+00:00.
Observation f359d404-ceaf-45f3-a598-c22a151a6d94 · outbound
Knowledge-Enhanced Agentic Vulnerability Repair Trust enhancement issues in program repair,
Reference 48
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-20T06:30:07.809122+00:00.
Observation 3c037911-0e77-4f68-aeed-ac873818d814 · outbound
Knowledge-Enhanced Agentic Vulnerability Repair How effective are neural networks for fixing security vulnerabilities,
Reference 49
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-20T06:30:07.809122+00:00.
Observation 6e9f5f4b-41a5-43da-800a-676125a6d554 · outbound
Knowledge-Enhanced Agentic Vulnerability Repair Rethinking the capability of fine-tuned language models for automated vulnerability repair,
Reference 50
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-20T06:30:07.809122+00:00.
Observation 6ed18a99-cc12-4bde-846b-17064b0ff24f · outbound
Knowledge-Enhanced Agentic Vulnerability Repair Unresolved cited work
Reference 51
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-20T06:30:07.809122+00:00.
Observation d1832147-654d-4dd8-8115-28d4b5c2eb29 · outbound
Knowledge-Enhanced Agentic Vulnerability Repair On the evaluation of large language models in multilingual vulnerability repair,
Reference 52
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-20T06:30:07.809122+00:00.
Observation 4899562d-f446-4ed4-9102-538ad8224d22 · outbound
Knowledge-Enhanced Agentic Vulnerability Repair Morepair: Teaching llms to repair code via multi- objective fine-tuning,
Reference 53
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-20T06:30:07.809122+00:00.
Observation 0f2143a9-9578-4ccf-9e02-1359e3608ede · outbound
Knowledge-Enhanced Agentic Vulnerability Repair How are multilingual systems constructed: Characterizing language use and selection in open-source multilingual software,
Reference 54
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-20T06:30:07.809122+00:00.
Observation b42ea152-a2f8-46bd-88fa-ad4fdea4f8c7 · outbound
Knowledge-Enhanced Agentic Vulnerability Repair Sleuth: A switchable dual-mode fuzzer to investigate bug impacts following a single poc,
Reference 55
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-20T06:30:07.809122+00:00.
No inbound Pith citation observations are available.