Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-07-04T01:08:43.866240Z
Paper Citation Record · LEDGER
As of 8 August 2026, this Paper Citation Record lists 61 of 61 outbound references and 0 inbound Pith citation observations for arXiv:2605.17450.
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 2026-07-04T01:08:43.866240Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+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
61 of 61 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 6f6f8d1c-5a96-4c51-a4d4-08efd33192e4 · outbound
ContraFix: Skill-Enhanced Contrastive Runtime Analysis for Vulnerability Repair SEC-bench/aider
Reference 1
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation a851ead6-f713-4b93-ace0-e04c05e62e6c · outbound
ContraFix: Skill-Enhanced Contrastive Runtime Analysis for Vulnerability Repair Unresolved cited work
Reference 2
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 0c300906-4fba-40af-a3b8-2a2ff7a02ba5 · outbound
ContraFix: Skill-Enhanced Contrastive Runtime Analysis for Vulnerability Repair Unresolved cited work
Reference 3
Source-reported events for the cited work
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Observation ea51f021-6008-4a23-aacc-192142d57876 · outbound
ContraFix: Skill-Enhanced Contrastive Runtime Analysis for Vulnerability Repair Unresolved cited work
Reference 4
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 8f1fdd97-2ada-4e64-aaef-735159688a6d · outbound
ContraFix: Skill-Enhanced Contrastive Runtime Analysis for Vulnerability Repair Unresolved cited work
Reference 5
Source-reported events for the cited work
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Observation 2c83f0ca-7d58-4815-8e81-6220133383aa · outbound
ContraFix: Skill-Enhanced Contrastive Runtime Analysis for Vulnerability Repair 2025.IRFuzzer: Specialized Fuzzing for LLVM Backend Code Generation
Reference 6
Source-reported events for the cited work
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Observation 1f462470-b263-4923-974e-0f8eb66bb521 · outbound
ContraFix: Skill-Enhanced Contrastive Runtime Analysis for Vulnerability Repair Unresolved cited work
Reference 7
Source-reported events for the cited work
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Observation a9268ca4-178c-40ed-bc32-986b7ee54f38 · outbound
ContraFix: Skill-Enhanced Contrastive Runtime Analysis for Vulnerability Repair Unresolved cited work
Reference 8
Source-reported events for the cited work
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Observation 07a5080c-e7dd-4fdd-bcd2-b4e24a3a5bc2 · outbound
ContraFix: Skill-Enhanced Contrastive Runtime Analysis for Vulnerability Repair Neural transfer learning for repairing se- curity vulnerabilities in C code.IEEE Transactions on Software Engineering, 49(1):147–165
Reference 9
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation be3d793f-9104-4a98-8d1a-a150280e074e · outbound
ContraFix: Skill-Enhanced Contrastive Runtime Analysis for Vulnerability Repair 2024.6 Vulnerability Management Challenges (and How To Overcome Them)
Reference 10
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation f730a469-e4d4-4373-aa5b-be2caa25aa3f · outbound
ContraFix: Skill-Enhanced Contrastive Runtime Analysis for Vulnerability Repair Unresolved cited work
Reference 11
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 3fcbb6e2-aa18-4172-9e54-bd33dc46b848 · outbound
ContraFix: Skill-Enhanced Contrastive Runtime Analysis for Vulnerability Repair Unresolved cited work
Reference 12
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 2e6bfb7d-2dc6-4cc3-bd1d-6513333e02b3 · outbound
ContraFix: Skill-Enhanced Contrastive Runtime Analysis for Vulnerability Repair Unresolved cited work
Reference 13
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 879bef09-7d8c-4eba-9f8c-5a03af251d2e · outbound
ContraFix: Skill-Enhanced Contrastive Runtime Analysis for Vulnerability Repair Unresolved cited work
Reference 14
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 217732d0-86c4-43b3-b789-f920b9aca11b · outbound
ContraFix: Skill-Enhanced Contrastive Runtime Analysis for Vulnerability Repair Unresolved cited work
Reference 15
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 4adabd3e-50cb-4a97-90cb-893469354f4b · outbound
ContraFix: Skill-Enhanced Contrastive Runtime Analysis for Vulnerability Repair Unresolved cited work
Reference 16
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 305f75cb-0e8a-4a78-aa99-1c870a717e69 · outbound
ContraFix: Skill-Enhanced Contrastive Runtime Analysis for Vulnerability Repair InPro- ceedings of the 30th ACM joint european software engineering conference and symposium on the foundations of software engineering
Reference 17
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation daba019f-0c3a-46ed-b117-30471ddb42c9 · outbound
ContraFix: Skill-Enhanced Contrastive Runtime Analysis for Vulnerability Repair Unresolved cited work
Reference 18
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 1f62aa50-e29a-4de6-ae94-4a95e8c2ddc6 · outbound
ContraFix: Skill-Enhanced Contrastive Runtime Analysis for Vulnerability Repair Unresolved cited work
Reference 19
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 74c47c04-29b3-4262-98b4-14af4f148174 · outbound
ContraFix: Skill-Enhanced Contrastive Runtime Analysis for Vulnerability Repair Unresolved cited work
Reference 20
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 9028a0ea-9fe0-44f2-b61c-2565b2e9b1f3 · outbound
ContraFix: Skill-Enhanced Contrastive Runtime Analysis for Vulnerability Repair Unresolved cited work
Reference 21
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 866b31ef-47eb-418c-8967-079b09571972 · outbound
ContraFix: Skill-Enhanced Contrastive Runtime Analysis for Vulnerability Repair Unresolved cited work
Reference 22
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 1a280c11-e4a5-4336-bc81-b106ae63d791 · outbound
ContraFix: Skill-Enhanced Contrastive Runtime Analysis for Vulnerability Repair Unresolved cited work
Reference 23
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 9019ee2a-8391-4f8f-b4bb-c9b4b688b5e8 · outbound
ContraFix: Skill-Enhanced Contrastive Runtime Analysis for Vulnerability Repair URLhttps://openreview.net/forum?id=VTF8yNQM66
Reference 24
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 7bffc774-6568-4cd9-b67c-2bd22e0913d4 · outbound
ContraFix: Skill-Enhanced Contrastive Runtime Analysis for Vulnerability Repair Unresolved cited work
Reference 25
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 1165fa93-bec9-41bc-a530-e89fca697fc1 · outbound
ContraFix: Skill-Enhanced Contrastive Runtime Analysis for Vulnerability Repair DeepSeek-V3.2: Pushing the Frontier of Open Large Language Models
Reference 26
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 8ee5fd12-f45c-4db1-9ba1-a0204c683fe3 · outbound
ContraFix: Skill-Enhanced Contrastive Runtime Analysis for Vulnerability Repair Securereviewer: Enhancing large language models for secure code review through secure-aware fine-tuning,
Reference 27
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation beca2ea3-cb63-4fcb-9b78-d6358d1cd1d5 · outbound
ContraFix: Skill-Enhanced Contrastive Runtime Analysis for Vulnerability Repair Unresolved cited work
Reference 28
Source-reported events for the cited work
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Observation db64c58e-9baf-4389-bee7-46ecbdbf0d48 · outbound
ContraFix: Skill-Enhanced Contrastive Runtime Analysis for Vulnerability Repair Unresolved cited work
Reference 29
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 6be13518-2c13-4ca3-83be-80117be7c635 · outbound
ContraFix: Skill-Enhanced Contrastive Runtime Analysis for Vulnerability Repair CRepair: CVAE-based Automatic Vulnerability Repair Technology
Reference 30
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 95bf7892-75d8-4630-ac01-464f13330cf5 · outbound
ContraFix: Skill-Enhanced Contrastive Runtime Analysis for Vulnerability Repair An empirical study on failures in automated issue solving,
Reference 31
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation ba0141d8-763c-4517-8db6-8fc2461d2c6d · outbound
ContraFix: Skill-Enhanced Contrastive Runtime Analysis for Vulnerability Repair Unresolved cited work
Reference 32
Source-reported events for the cited work
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Observation 77a05e10-3bad-41c4-8ddf-807c9f8088bc · outbound
ContraFix: Skill-Enhanced Contrastive Runtime Analysis for Vulnerability Repair Unresolved cited work
Reference 33
Source-reported events for the cited work
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Observation 900726d0-edfa-4d58-962e-e83e19ee5eb5 · outbound
ContraFix: Skill-Enhanced Contrastive Runtime Analysis for Vulnerability Repair Unresolved cited work
Reference 34
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation f22fb6d0-b9e5-48db-afcb-60a77f8ae44e · outbound
ContraFix: Skill-Enhanced Contrastive Runtime Analysis for Vulnerability Repair Unresolved cited work
Reference 35
Source-reported events for the cited work
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Observation 70076270-cb34-4f0b-b802-efc7c7d851bf · outbound
ContraFix: Skill-Enhanced Contrastive Runtime Analysis for Vulnerability Repair Unresolved cited work
Reference 36
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation ee734652-23f0-45f5-99fb-9b02858ff102 · outbound
ContraFix: Skill-Enhanced Contrastive Runtime Analysis for Vulnerability Repair Experiential Co-Learning of Software-Developing Agents
Reference 37
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 1e2790ba-d683-4e8f-b279-b7e069961fe4 · outbound
ContraFix: Skill-Enhanced Contrastive Runtime Analysis for Vulnerability Repair CodeBLEU: a Method for Automatic Evaluation of Code Synthesis
Reference 38
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 32774184-8199-42b3-afd1-503cb889db34 · outbound
ContraFix: Skill-Enhanced Contrastive Runtime Analysis for Vulnerability Repair Unresolved cited work
Reference 39
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 1c4d16f5-60e7-4fbb-a041-691b242d23c7 · outbound
ContraFix: Skill-Enhanced Contrastive Runtime Analysis for Vulnerability Repair Unresolved cited work
Reference 40
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 6bb323e2-5fe5-4f27-822d-48ce35606386 · outbound
ContraFix: Skill-Enhanced Contrastive Runtime Analysis for Vulnerability Repair Unresolved cited work
Reference 41
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 0eb8e556-ec14-49b8-b298-acccedfef15f · outbound
ContraFix: Skill-Enhanced Contrastive Runtime Analysis for Vulnerability Repair Reflexion: Language Agents with Verbal Reinforcement Learning
Reference 42
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 6673cfc8-6761-4196-a951-7f7d12fd713a · outbound
ContraFix: Skill-Enhanced Contrastive Runtime Analysis for Vulnerability Repair PoCGen: Generating Proof-of-Concept Exploits for Vulnerabilities in Npm Packages
Reference 43
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation d5bf9618-4093-4e32-bee7-f8648a2091f2 · outbound
ContraFix: Skill-Enhanced Contrastive Runtime Analysis for Vulnerability Repair Unresolved cited work
Reference 44
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 28ae2723-128a-4335-8729-2a123434600b · outbound
ContraFix: Skill-Enhanced Contrastive Runtime Analysis for Vulnerability Repair 2024.Vulnerability Remediation: Complete Process, Challenges, and Automated Best Practices
Reference 45
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation d5b6e781-97f6-463a-9a70-7fce24de43ce · outbound
ContraFix: Skill-Enhanced Contrastive Runtime Analysis for Vulnerability Repair Voyager: An Open-Ended Embodied Agent with Large Language Models
Reference 46
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 1434e414-bc8c-4259-9b42-afe857704e68 · outbound
ContraFix: Skill-Enhanced Contrastive Runtime Analysis for Vulnerability Repair OpenHands: An Open Platform for AI Software Developers as Generalist Agents
Reference 47
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation a0456848-231d-4c4c-892d-fa1be8ad3bde · outbound
ContraFix: Skill-Enhanced Contrastive Runtime Analysis for Vulnerability Repair Patcheval: A new benchmark for evaluating llms on patching real-world vulnerabilities,
Reference 48
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation f6b24f9d-b154-426b-bdcf-bbfb6a80dc4b · outbound
ContraFix: Skill-Enhanced Contrastive Runtime Analysis for Vulnerability Repair Unresolved cited work
Reference 49
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 9252b127-baa9-4d2c-a67e-13d6dfe4dd7b · outbound
ContraFix: Skill-Enhanced Contrastive Runtime Analysis for Vulnerability Repair Unresolved cited work
Reference 50
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation a6dd1f94-1ad9-45fb-b59f-4a05cc2ac8c0 · outbound
ContraFix: Skill-Enhanced Contrastive Runtime Analysis for Vulnerability Repair Unresolved cited work
Reference 51
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 8c17b57d-3b6d-4632-b70c-85951d7b08d7 · outbound
ContraFix: Skill-Enhanced Contrastive Runtime Analysis for Vulnerability Repair Unresolved cited work
Reference 52
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 2a025966-9c57-4e23-9a0f-e7150314d7d7 · outbound
ContraFix: Skill-Enhanced Contrastive Runtime Analysis for Vulnerability Repair Unresolved cited work
Reference 53
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 68627cbb-f6d7-41c1-aeda-457a8caaba4a · outbound
ContraFix: Skill-Enhanced Contrastive Runtime Analysis for Vulnerability Repair Unresolved cited work
Reference 54
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 1c198a66-7bbd-44c6-a50d-39d7d2a4bbc0 · outbound
ContraFix: Skill-Enhanced Contrastive Runtime Analysis for Vulnerability Repair Unresolved cited work
Reference 55
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 33ea7b68-c46a-421e-8c00-93a28b9f9085 · outbound
ContraFix: Skill-Enhanced Contrastive Runtime Analysis for Vulnerability Repair Unresolved cited work
Reference 56
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation a584c334-8ad3-4970-8b2d-79f96e858d86 · outbound
ContraFix: Skill-Enhanced Contrastive Runtime Analysis for Vulnerability Repair Zhang, X
Reference 57
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 22a2c7a2-a4e3-4d7e-ba03-3b9391654c97 · outbound
ContraFix: Skill-Enhanced Contrastive Runtime Analysis for Vulnerability Repair Unresolved cited work
Reference 58
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 18c961a2-181d-4c82-ab77-802f982d1615 · outbound
ContraFix: Skill-Enhanced Contrastive Runtime Analysis for Vulnerability Repair Unresolved cited work
Reference 59
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation ba747706-5541-47ad-abee-8bdb442dca69 · outbound
ContraFix: Skill-Enhanced Contrastive Runtime Analysis for Vulnerability Repair Unresolved cited work
Reference 60
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation eb2b0bfe-0c18-478e-aa2c-07ee848fc923 · outbound
ContraFix: Skill-Enhanced Contrastive Runtime Analysis for Vulnerability Repair Multilingual Knowledge Graph Completion with Self-Supervised Adaptive Graph Alignment
Reference 61
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
No inbound Pith citation observations are available.