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Paper Citation Record · LEDGER

ContraFix: Skill-Enhanced Contrastive Runtime Analysis for Vulnerability Repair

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.

pith.paper-citation-record.v1
2605.17450 v2

Coverage vector

measured 61 of 61 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-07-04T01:08:43.866240Z

measured 61 of 61 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+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

61 of 61 outbound references displayed

  • verified exact17
  • verified fuzzy4
  • unresolved37
  • parse uncertain0
  • malformed identifier3
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 6f6f8d1c-5a96-4c51-a4d4-08efd33192e4 · outbound

This paper cites SEC-bench/aider.

ContraFix: Skill-Enhanced Contrastive Runtime Analysis for Vulnerability Repair SEC-bench/aider

Reference 1

Resolution
verified fuzzy
raw_fallback, observed 2026-07-04T22:40:11.072093Z

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.

source=pdf_text observed=2026-07-04T01:08:43.866240Z digest=sha256:f4bee3195af812ac31976c87b8ca6ff2b5c0b3b613f1011e2cad5cf69d158b95

Observation a851ead6-f713-4b93-ace0-e04c05e62e6c · outbound

This paper cites an unresolved cited work.

ContraFix: Skill-Enhanced Contrastive Runtime Analysis for Vulnerability Repair Unresolved cited work

Reference 2

Resolution
verified exact
arxiv_id, observed 2026-07-04T01:09:18.370450Z

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.

source=pdf_text observed=2026-07-04T01:08:43.866240Z digest=sha256:ee0c85d47eb4a23d1cc558cf16818fb255e47c50c9e20e8a4596c03d1797f278

Observation 0c300906-4fba-40af-a3b8-2a2ff7a02ba5 · outbound

This paper cites an unresolved cited work.

ContraFix: Skill-Enhanced Contrastive Runtime Analysis for Vulnerability Repair Unresolved cited work

Reference 3

Resolution
unresolved
raw_fallback, observed 2026-07-04T22:40:11.082708Z

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.

source=pdf_text observed=2026-07-04T01:08:43.866240Z digest=sha256:d5b6facf71e4059704bb9e058eeb4999c6a899b7a52e3e692ad9377eb7c3b05e

Observation ea51f021-6008-4a23-aacc-192142d57876 · outbound

This paper cites an unresolved cited work.

ContraFix: Skill-Enhanced Contrastive Runtime Analysis for Vulnerability Repair Unresolved cited work

Reference 4

Resolution
unresolved
raw_fallback, observed 2026-07-04T22:40:11.071856Z

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.

source=pdf_text observed=2026-07-04T01:08:43.866240Z digest=sha256:e253bd3a5e02b8adf685c91cdbcb4637d90d9a0ae16f441b611d11d0b82d55b8

Observation 8f1fdd97-2ada-4e64-aaef-735159688a6d · outbound

This paper cites an unresolved cited work.

ContraFix: Skill-Enhanced Contrastive Runtime Analysis for Vulnerability Repair Unresolved cited work

Reference 5

Resolution
unresolved
raw_fallback, observed 2026-07-04T22:40:11.076388Z

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.

source=pdf_text observed=2026-07-04T01:08:43.866240Z digest=sha256:3f2687458e532e52b236f3c3d52d7eb8fca27bfb6b3bf373b4472bfde5300294

Observation 2c83f0ca-7d58-4815-8e81-6220133383aa · outbound

This paper cites 2025.IRFuzzer: Specialized Fuzzing for LLVM Backend Code Generation.

ContraFix: Skill-Enhanced Contrastive Runtime Analysis for Vulnerability Repair 2025.IRFuzzer: Specialized Fuzzing for LLVM Backend Code Generation

Reference 6

Resolution
malformed identifier
arxiv_id, observed 2026-07-04T01:09:18.379701Z

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.

source=pdf_text observed=2026-07-04T01:08:43.866240Z digest=sha256:210b4a3dcb61822f6605867c77944d8fa0c08f0653bbb11edc6c4e26e2bc1175

Observation 1f462470-b263-4923-974e-0f8eb66bb521 · outbound

This paper cites an unresolved cited work.

ContraFix: Skill-Enhanced Contrastive Runtime Analysis for Vulnerability Repair Unresolved cited work

Reference 7

Resolution
unresolved
raw_fallback, observed 2026-07-04T22:40:11.083384Z

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.

source=pdf_text observed=2026-07-04T01:08:43.866240Z digest=sha256:4cc37b57eb9b8601fca8df8dca0c2af78e9fac3483abb939faf0314df562af7f

Observation a9268ca4-178c-40ed-bc32-986b7ee54f38 · outbound

This paper cites an unresolved cited work.

ContraFix: Skill-Enhanced Contrastive Runtime Analysis for Vulnerability Repair Unresolved cited work

Reference 8

Resolution
unresolved
raw_fallback, observed 2026-07-04T22:40:11.070520Z

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.

source=pdf_text observed=2026-07-04T01:08:43.866240Z digest=sha256:57b7914faf8064db2f2ab9debc52a2c0df70ff41e846d8566fbeb7d0be5531b0

Observation 07a5080c-e7dd-4fdd-bcd2-b4e24a3a5bc2 · outbound

This paper cites Neural transfer learning for repairing se- curity vulnerabilities in C code.IEEE Transactions on Software Engineering, 49(1):147–165.

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

Resolution
verified exact
arxiv_id, observed 2026-07-04T01:09:18.182134Z

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.

source=pdf_text observed=2026-07-04T01:08:43.866240Z digest=sha256:91c481eaf0d7da6022b2b1027af6363bc30a15de99541faa77576b4b6007ee37

Observation be3d793f-9104-4a98-8d1a-a150280e074e · outbound

This paper cites 2024.6 Vulnerability Management Challenges (and How To Overcome Them).

ContraFix: Skill-Enhanced Contrastive Runtime Analysis for Vulnerability Repair 2024.6 Vulnerability Management Challenges (and How To Overcome Them)

Reference 10

Resolution
verified fuzzy
raw_fallback, observed 2026-07-04T22:40:11.063356Z

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.

source=pdf_text observed=2026-07-04T01:08:43.866240Z digest=sha256:cf2f0371b778dc8f1e0c164a14fb5072f58761bd8f3c60cf43a8896779fe46ea

Observation f730a469-e4d4-4373-aa5b-be2caa25aa3f · outbound

This paper cites an unresolved cited work.

ContraFix: Skill-Enhanced Contrastive Runtime Analysis for Vulnerability Repair Unresolved cited work

Reference 11

Resolution
verified exact
arxiv_id, observed 2026-07-04T01:09:18.340312Z

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.

source=pdf_text observed=2026-07-04T01:08:43.866240Z digest=sha256:bc24a86596242765bb103a7c0975ca9e87c68638fdce27fee16edafd8905f31f

Observation 3fcbb6e2-aa18-4172-9e54-bd33dc46b848 · outbound

This paper cites an unresolved cited work.

ContraFix: Skill-Enhanced Contrastive Runtime Analysis for Vulnerability Repair Unresolved cited work

Reference 12

Resolution
unresolved
raw_fallback, observed 2026-07-04T22:40:11.073651Z

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.

source=pdf_text observed=2026-07-04T01:08:43.866240Z digest=sha256:0f2711c87be2627119ec1ef94d2e54401a410dad20d9174dfa85df6823ac3bab

Observation 2e6bfb7d-2dc6-4cc3-bd1d-6513333e02b3 · outbound

This paper cites an unresolved cited work.

ContraFix: Skill-Enhanced Contrastive Runtime Analysis for Vulnerability Repair Unresolved cited work

Reference 13

Resolution
unresolved
raw_fallback, observed 2026-07-04T22:40:11.086633Z

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.

source=pdf_text observed=2026-07-04T01:08:43.866240Z digest=sha256:dc10006fb3fa5aabd4d4a75a29c6c0f2e168272c67898b4b36b0a7e70f6c2fb4

Observation 879bef09-7d8c-4eba-9f8c-5a03af251d2e · outbound

This paper cites an unresolved cited work.

ContraFix: Skill-Enhanced Contrastive Runtime Analysis for Vulnerability Repair Unresolved cited work

Reference 14

Resolution
verified exact
doi, observed 2026-07-04T01:09:18.100205Z

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.

source=pdf_text observed=2026-07-04T01:08:43.866240Z digest=sha256:55a84201ef81c538c6afdbcef153776cd446118b3cf92da99c08033f20277bea

Observation 217732d0-86c4-43b3-b789-f920b9aca11b · outbound

This paper cites an unresolved cited work.

ContraFix: Skill-Enhanced Contrastive Runtime Analysis for Vulnerability Repair Unresolved cited work

Reference 15

Resolution
unresolved
raw_fallback, observed 2026-07-04T22:40:11.074902Z

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.

source=pdf_text observed=2026-07-04T01:08:43.866240Z digest=sha256:be8a411ef3bda315537f4138efcc89583375391cf454f74d8e93476559444cf1

Observation 4adabd3e-50cb-4a97-90cb-893469354f4b · outbound

This paper cites an unresolved cited work.

ContraFix: Skill-Enhanced Contrastive Runtime Analysis for Vulnerability Repair Unresolved cited work

Reference 16

Resolution
unresolved
raw_fallback, observed 2026-07-04T22:40:11.036987Z

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.

source=pdf_text observed=2026-07-04T01:08:43.866240Z digest=sha256:905a719017e213c4e2c59bfb474c772eb127621655b522ff887454ecbc36b215

Observation 305f75cb-0e8a-4a78-aa99-1c870a717e69 · outbound

This paper cites InPro- ceedings of the 30th ACM joint european software engineering conference and symposium on the foundations of software engineering.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-07-04T22:40:11.067110Z

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.

source=pdf_text observed=2026-07-04T01:08:43.866240Z digest=sha256:da3fdd6d668ab593c5c650a21c65e59f13795bf0a3ce8262a2a7c715ea065d3e

Observation daba019f-0c3a-46ed-b117-30471ddb42c9 · outbound

This paper cites an unresolved cited work.

ContraFix: Skill-Enhanced Contrastive Runtime Analysis for Vulnerability Repair Unresolved cited work

Reference 18

Resolution
unresolved
raw_fallback, observed 2026-07-04T22:40:11.063135Z

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.

source=pdf_text observed=2026-07-04T01:08:43.866240Z digest=sha256:ad67cbe7441cfea9d70ebf763337baeec935010f497d93e86687944d096494a8

Observation 1f62aa50-e29a-4de6-ae94-4a95e8c2ddc6 · outbound

This paper cites an unresolved cited work.

ContraFix: Skill-Enhanced Contrastive Runtime Analysis for Vulnerability Repair Unresolved cited work

Reference 19

Resolution
unresolved
raw_fallback, observed 2026-07-04T22:40:11.078751Z

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.

source=pdf_text observed=2026-07-04T01:08:43.866240Z digest=sha256:a10fc7a698e4bff5c2e4c16fd4fb2abf9948e2d1cf2a62f8a09e180c81f33f3e

Observation 74c47c04-29b3-4262-98b4-14af4f148174 · outbound

This paper cites an unresolved cited work.

ContraFix: Skill-Enhanced Contrastive Runtime Analysis for Vulnerability Repair Unresolved cited work

Reference 20

Resolution
unresolved
raw_fallback, observed 2026-07-04T22:40:11.081162Z

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.

source=pdf_text observed=2026-07-04T01:08:43.866240Z digest=sha256:110c8e5ae55d826a4fb5447608bd398a1e0b2f3ce56f98b826f2a16c54d48a8c

Observation 9028a0ea-9fe0-44f2-b61c-2565b2e9b1f3 · outbound

This paper cites an unresolved cited work.

ContraFix: Skill-Enhanced Contrastive Runtime Analysis for Vulnerability Repair Unresolved cited work

Reference 21

Resolution
unresolved
raw_fallback, observed 2026-07-04T22:40:11.040329Z

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.

source=pdf_text observed=2026-07-04T01:08:43.866240Z digest=sha256:4eaea89c660fe9d858bef760443041dc19fe7e18b0a1be3edb3ec2d4ef3b953e

Observation 866b31ef-47eb-418c-8967-079b09571972 · outbound

This paper cites an unresolved cited work.

ContraFix: Skill-Enhanced Contrastive Runtime Analysis for Vulnerability Repair Unresolved cited work

Reference 22

Resolution
unresolved
raw_fallback, observed 2026-07-04T22:40:11.038637Z

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.

source=pdf_text observed=2026-07-04T01:08:43.866240Z digest=sha256:ccaab7b0a3ce49ad6885113443bfa1bcd69a45e83cad5623e0f4de260df3aa61

Observation 1a280c11-e4a5-4336-bc81-b106ae63d791 · outbound

This paper cites an unresolved cited work.

ContraFix: Skill-Enhanced Contrastive Runtime Analysis for Vulnerability Repair Unresolved cited work

Reference 23

Resolution
unresolved
raw_fallback, observed 2026-07-04T22:40:11.087631Z

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.

source=pdf_text observed=2026-07-04T01:08:43.866240Z digest=sha256:ab1eaa39180963d02e96bf34c6c4dc67a4b15544c9c5d4bc5d93c75f1dceb3a2

Observation 9019ee2a-8391-4f8f-b4bb-c9b4b688b5e8 · outbound

This paper cites URLhttps://openreview.net/forum?id=VTF8yNQM66.

ContraFix: Skill-Enhanced Contrastive Runtime Analysis for Vulnerability Repair URLhttps://openreview.net/forum?id=VTF8yNQM66

Reference 24

Resolution
verified exact
arxiv_id, observed 2026-07-04T01:09:18.373342Z

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.

source=pdf_text observed=2026-07-04T01:08:43.866240Z digest=sha256:f8bc5f9c569f76c869a7d2167374bdae72d2367d4b99e4310411b4bcc622a625

Observation 7bffc774-6568-4cd9-b67c-2bd22e0913d4 · outbound

This paper cites an unresolved cited work.

ContraFix: Skill-Enhanced Contrastive Runtime Analysis for Vulnerability Repair Unresolved cited work

Reference 25

Resolution
unresolved
raw_fallback, observed 2026-07-04T22:40:11.084211Z

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.

source=pdf_text observed=2026-07-04T01:08:43.866240Z digest=sha256:32e1e1e5691a15a22da569ad58af9e5b9ee8184415e16a411efee14f46bec7cb

Observation 1165fa93-bec9-41bc-a530-e89fca697fc1 · outbound

This paper cites DeepSeek-V3.2: Pushing the Frontier of Open Large Language Models.

ContraFix: Skill-Enhanced Contrastive Runtime Analysis for Vulnerability Repair DeepSeek-V3.2: Pushing the Frontier of Open Large Language Models

Reference 26

Resolution
verified exact
local_arxiv, observed 2026-07-04T01:09:18.354454Z

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.

source=pdf_text observed=2026-07-04T01:08:43.866240Z digest=sha256:95d506f3c3afe90939bdff8c5980f8637c32b50d4316ea4d0a2f71fcd7c4c44e

Observation 8ee5fd12-f45c-4db1-9ba1-a0204c683fe3 · outbound

This paper cites Securereviewer: Enhancing large language models for secure code review through secure-aware fine-tuning,.

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

Resolution
verified exact
arxiv_id, observed 2026-07-04T01:09:18.352498Z

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.

source=pdf_text observed=2026-07-04T01:08:43.866240Z digest=sha256:0f663d432c306ca1f215e11157257b907725738ac07e772be3ea53361b37fd93

Observation beca2ea3-cb63-4fcb-9b78-d6358d1cd1d5 · outbound

This paper cites an unresolved cited work.

ContraFix: Skill-Enhanced Contrastive Runtime Analysis for Vulnerability Repair Unresolved cited work

Reference 28

Resolution
unresolved
raw_fallback, observed 2026-07-04T22:40:11.068899Z

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.

source=pdf_text observed=2026-07-04T01:08:43.866240Z digest=sha256:1764a79c353f818db0eceaed40d87c5b41fdf32be0f71adfd59f282923c1df1b

Observation db64c58e-9baf-4389-bee7-46ecbdbf0d48 · outbound

This paper cites an unresolved cited work.

ContraFix: Skill-Enhanced Contrastive Runtime Analysis for Vulnerability Repair Unresolved cited work

Reference 29

Resolution
unresolved
raw_fallback, observed 2026-07-04T22:40:11.081849Z

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.

source=pdf_text observed=2026-07-04T01:08:43.866240Z digest=sha256:10613677cf4b09a701a54bab28a2ba1f82013438afb733bd23911ba63e810641

Observation 6be13518-2c13-4ca3-83be-80117be7c635 · outbound

This paper cites CRepair: CVAE-based Automatic Vulnerability Repair Technology.

ContraFix: Skill-Enhanced Contrastive Runtime Analysis for Vulnerability Repair CRepair: CVAE-based Automatic Vulnerability Repair Technology

Reference 30

Resolution
verified exact
arxiv_id, observed 2026-07-04T01:09:18.339121Z

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.

source=pdf_text observed=2026-07-04T01:08:43.866240Z digest=sha256:e71ac720c5e6eec18baa90517de7b4f6963c9171588f9ecdf5aa182d85f1e00a

Observation 95bf7892-75d8-4630-ac01-464f13330cf5 · outbound

This paper cites An empirical study on failures in automated issue solving,.

ContraFix: Skill-Enhanced Contrastive Runtime Analysis for Vulnerability Repair An empirical study on failures in automated issue solving,

Reference 31

Resolution
verified exact
arxiv_id, observed 2026-07-04T01:09:18.367800Z

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.

source=pdf_text observed=2026-07-04T01:08:43.866240Z digest=sha256:84deaec8de5101be27c86dd3abc87d5858cd7b0492da1f15de31aeb098d68258

Observation ba0141d8-763c-4517-8db6-8fc2461d2c6d · outbound

This paper cites an unresolved cited work.

ContraFix: Skill-Enhanced Contrastive Runtime Analysis for Vulnerability Repair Unresolved cited work

Reference 32

Resolution
malformed identifier
raw_fallback, observed 2026-07-04T22:40:11.080304Z

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.

source=pdf_text observed=2026-07-04T01:08:43.866240Z digest=sha256:f2add3c8f600c4d8a7bd3f3a9ccd2c17f58fcce3ece8213503f5a8e2fda92c93

Observation 77a05e10-3bad-41c4-8ddf-807c9f8088bc · outbound

This paper cites an unresolved cited work.

ContraFix: Skill-Enhanced Contrastive Runtime Analysis for Vulnerability Repair Unresolved cited work

Reference 33

Resolution
unresolved
raw_fallback, observed 2026-07-04T22:40:11.073374Z

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.

source=pdf_text observed=2026-07-04T01:08:43.866240Z digest=sha256:f3c1a8e08885bf7474579cf3d413a32dba3c0222e697b8d35953c2f2c333e04b

Observation 900726d0-edfa-4d58-962e-e83e19ee5eb5 · outbound

This paper cites an unresolved cited work.

ContraFix: Skill-Enhanced Contrastive Runtime Analysis for Vulnerability Repair Unresolved cited work

Reference 34

Resolution
unresolved
raw_fallback, observed 2026-07-04T22:40:11.079622Z

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.

source=pdf_text observed=2026-07-04T01:08:43.866240Z digest=sha256:74d6b93be1cf56188736b90e23f316debbc15276b1a6df8bc2e522d0ca26cbc4

Observation f22fb6d0-b9e5-48db-afcb-60a77f8ae44e · outbound

This paper cites an unresolved cited work.

ContraFix: Skill-Enhanced Contrastive Runtime Analysis for Vulnerability Repair Unresolved cited work

Reference 35

Resolution
unresolved
raw_fallback, observed 2026-07-04T22:40:11.020625Z

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.

source=pdf_text observed=2026-07-04T01:08:43.866240Z digest=sha256:c9bf549de2b22279752df676502aaec102076b9a215507f6c6f5e83c9a82bd31

Observation 70076270-cb34-4f0b-b802-efc7c7d851bf · outbound

This paper cites an unresolved cited work.

ContraFix: Skill-Enhanced Contrastive Runtime Analysis for Vulnerability Repair Unresolved cited work

Reference 36

Resolution
unresolved
raw_fallback, observed 2026-07-04T22:40:11.037897Z

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.

source=pdf_text observed=2026-07-04T01:08:43.866240Z digest=sha256:68421e84b9aa8e17f69cb357487b3c2407b68fadb1fcc99c869ef75691e5072c

Observation ee734652-23f0-45f5-99fb-9b02858ff102 · outbound

This paper cites Experiential Co-Learning of Software-Developing Agents.

ContraFix: Skill-Enhanced Contrastive Runtime Analysis for Vulnerability Repair Experiential Co-Learning of Software-Developing Agents

Reference 37

Resolution
verified exact
arxiv_id, observed 2026-07-04T01:09:18.375436Z

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.

source=pdf_text observed=2026-07-04T01:08:43.866240Z digest=sha256:ff3211671437a135135cd723ba7d0200e1959ffc6c574c2b5ee958394f84dde4

Observation 1e2790ba-d683-4e8f-b279-b7e069961fe4 · outbound

This paper cites CodeBLEU: a Method for Automatic Evaluation of Code Synthesis.

ContraFix: Skill-Enhanced Contrastive Runtime Analysis for Vulnerability Repair CodeBLEU: a Method for Automatic Evaluation of Code Synthesis

Reference 38

Resolution
verified exact
local_arxiv, observed 2026-07-04T01:09:18.367248Z

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.

source=pdf_text observed=2026-07-04T01:08:43.866240Z digest=sha256:faeb5e132d7f5e0c6d49ee77acffc17b0184202da72d94245c86e6b2a8322857

Observation 32774184-8199-42b3-afd1-503cb889db34 · outbound

This paper cites an unresolved cited work.

ContraFix: Skill-Enhanced Contrastive Runtime Analysis for Vulnerability Repair Unresolved cited work

Reference 39

Resolution
unresolved
raw_fallback, observed 2026-07-04T22:40:11.070340Z

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.

source=pdf_text observed=2026-07-04T01:08:43.866240Z digest=sha256:de65a18fc13a8d9d130514a05f489ba638a0db95bb43255417a33340a9fbb9bd

Observation 1c4d16f5-60e7-4fbb-a041-691b242d23c7 · outbound

This paper cites an unresolved cited work.

ContraFix: Skill-Enhanced Contrastive Runtime Analysis for Vulnerability Repair Unresolved cited work

Reference 40

Resolution
unresolved
raw_fallback, observed 2026-07-04T22:40:11.017500Z

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.

source=pdf_text observed=2026-07-04T01:08:43.866240Z digest=sha256:1270e8cbedda3eb97e41415343a4dd7f8b23d8204b0538782691588eff30f004

Observation 6bb323e2-5fe5-4f27-822d-48ce35606386 · outbound

This paper cites an unresolved cited work.

ContraFix: Skill-Enhanced Contrastive Runtime Analysis for Vulnerability Repair Unresolved cited work

Reference 41

Resolution
unresolved
raw_fallback, observed 2026-07-04T22:40:11.059424Z

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.

source=pdf_text observed=2026-07-04T01:08:43.866240Z digest=sha256:eafb4d2dac1b5422a348c2c503c89f76199a2ffb8d4b0d8a985318ab90ba7726

Observation 0eb8e556-ec14-49b8-b298-acccedfef15f · outbound

This paper cites Reflexion: Language Agents with Verbal Reinforcement Learning.

ContraFix: Skill-Enhanced Contrastive Runtime Analysis for Vulnerability Repair Reflexion: Language Agents with Verbal Reinforcement Learning

Reference 42

Resolution
verified exact
local_arxiv, observed 2026-07-04T01:09:18.349451Z

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.

source=pdf_text observed=2026-07-04T01:08:43.866240Z digest=sha256:a81ac534ab7c58af9615381e43e89b275e4e86e0afee140c304b80ba752a5aab

Observation 6673cfc8-6761-4196-a951-7f7d12fd713a · outbound

This paper cites PoCGen: Generating Proof-of-Concept Exploits for Vulnerabilities in Npm Packages.

ContraFix: Skill-Enhanced Contrastive Runtime Analysis for Vulnerability Repair PoCGen: Generating Proof-of-Concept Exploits for Vulnerabilities in Npm Packages

Reference 43

Resolution
verified exact
local_arxiv, observed 2026-07-04T01:09:18.372551Z

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.

source=pdf_text observed=2026-07-04T01:08:43.866240Z digest=sha256:1bdbe9ae7457f607f5b9d8e3c3007e741cd28fda4df67be73fe4c258cdb9ea8d

Observation d5bf9618-4093-4e32-bee7-f8648a2091f2 · outbound

This paper cites an unresolved cited work.

ContraFix: Skill-Enhanced Contrastive Runtime Analysis for Vulnerability Repair Unresolved cited work

Reference 44

Resolution
unresolved
raw_fallback, observed 2026-07-04T22:40:11.056170Z

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.

source=pdf_text observed=2026-07-04T01:08:43.866240Z digest=sha256:ec3c64651667bfc0a7db8f7ae2b263d7a22cdd1bd41b06e3f3537d85f1f5bc5c

Observation 28ae2723-128a-4335-8729-2a123434600b · outbound

This paper cites 2024.Vulnerability Remediation: Complete Process, Challenges, and Automated Best Practices.

ContraFix: Skill-Enhanced Contrastive Runtime Analysis for Vulnerability Repair 2024.Vulnerability Remediation: Complete Process, Challenges, and Automated Best Practices

Reference 45

Resolution
verified fuzzy
raw_fallback, observed 2026-07-04T22:40:11.058046Z

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.

source=pdf_text observed=2026-07-04T01:08:43.866240Z digest=sha256:081505d4307627967ea88c22dfb73e47c976cc127b85fcb0f8f82a536274e470

Observation d5b6e781-97f6-463a-9a70-7fce24de43ce · outbound

This paper cites Voyager: An Open-Ended Embodied Agent with Large Language Models.

ContraFix: Skill-Enhanced Contrastive Runtime Analysis for Vulnerability Repair Voyager: An Open-Ended Embodied Agent with Large Language Models

Reference 46

Resolution
verified exact
local_arxiv, observed 2026-07-04T01:09:18.361832Z

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.

source=pdf_text observed=2026-07-04T01:08:43.866240Z digest=sha256:3f248b341313b228813735e4baadde97614959dc7b35116e27c55938f6c71839

Observation 1434e414-bc8c-4259-9b42-afe857704e68 · outbound

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

ContraFix: Skill-Enhanced Contrastive Runtime Analysis for Vulnerability Repair OpenHands: An Open Platform for AI Software Developers as Generalist Agents

Reference 47

Resolution
verified exact
local_arxiv, observed 2026-07-04T01:09:18.363580Z

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.

source=pdf_text observed=2026-07-04T01:08:43.866240Z digest=sha256:c4d2013c109d06be8259ae6c2277c9f2873f4a65b47da6cf6398d3cb4d361eee

Observation a0456848-231d-4c4c-892d-fa1be8ad3bde · outbound

This paper cites Patcheval: A new benchmark for evaluating llms on patching real-world vulnerabilities,.

ContraFix: Skill-Enhanced Contrastive Runtime Analysis for Vulnerability Repair Patcheval: A new benchmark for evaluating llms on patching real-world vulnerabilities,

Reference 48

Resolution
verified exact
arxiv_id, observed 2026-07-04T01:09:18.364710Z

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.

source=pdf_text observed=2026-07-04T01:08:43.866240Z digest=sha256:2098611bee4dc30bf1fdacff07481de9251297c1097a81f8379568c0bb03456e

Observation f6b24f9d-b154-426b-bdcf-bbfb6a80dc4b · outbound

This paper cites an unresolved cited work.

ContraFix: Skill-Enhanced Contrastive Runtime Analysis for Vulnerability Repair Unresolved cited work

Reference 49

Resolution
unresolved
raw_fallback, observed 2026-07-04T22:40:11.029075Z

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.

source=pdf_text observed=2026-07-04T01:08:43.866240Z digest=sha256:12f19e506f3d3581d9921d34f33d4811f1eb335a2af74a2a2b5d4042b8acbc84

Observation 9252b127-baa9-4d2c-a67e-13d6dfe4dd7b · outbound

This paper cites an unresolved cited work.

ContraFix: Skill-Enhanced Contrastive Runtime Analysis for Vulnerability Repair Unresolved cited work

Reference 50

Resolution
unresolved
raw_fallback, observed 2026-07-04T22:40:11.032513Z

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.

source=pdf_text observed=2026-07-04T01:08:43.866240Z digest=sha256:53a4cdcbbb9a6442b04a860693ce41679684c7977fa863673f37ca770aca0285

Observation a6dd1f94-1ad9-45fb-b59f-4a05cc2ac8c0 · outbound

This paper cites an unresolved cited work.

ContraFix: Skill-Enhanced Contrastive Runtime Analysis for Vulnerability Repair Unresolved cited work

Reference 51

Resolution
unresolved
raw_fallback, observed 2026-07-04T22:40:11.050761Z

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.

source=pdf_text observed=2026-07-04T01:08:43.866240Z digest=sha256:95e3252cda9e9737ba6a6f5e1dff17654f45e399e4a1dd66218e231d0b60b7cf

Observation 8c17b57d-3b6d-4632-b70c-85951d7b08d7 · outbound

This paper cites an unresolved cited work.

ContraFix: Skill-Enhanced Contrastive Runtime Analysis for Vulnerability Repair Unresolved cited work

Reference 52

Resolution
unresolved
raw_fallback, observed 2026-07-04T22:40:11.085814Z

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.

source=pdf_text observed=2026-07-04T01:08:43.866240Z digest=sha256:b0eaba8d5797d25aad4178b5de148412d4cc1049db0cb4cac78660ebb876eed0

Observation 2a025966-9c57-4e23-9a0f-e7150314d7d7 · outbound

This paper cites an unresolved cited work.

ContraFix: Skill-Enhanced Contrastive Runtime Analysis for Vulnerability Repair Unresolved cited work

Reference 53

Resolution
unresolved
raw_fallback, observed 2026-07-04T22:40:11.046959Z

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.

source=pdf_text observed=2026-07-04T01:08:43.866240Z digest=sha256:18fadff1ad94e5b2c5bdae34f947239c2f82041ef4e4f7997ec2ab121c489692

Observation 68627cbb-f6d7-41c1-aeda-457a8caaba4a · outbound

This paper cites an unresolved cited work.

ContraFix: Skill-Enhanced Contrastive Runtime Analysis for Vulnerability Repair Unresolved cited work

Reference 54

Resolution
unresolved
raw_fallback, observed 2026-07-04T22:40:11.084910Z

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.

source=pdf_text observed=2026-07-04T01:08:43.866240Z digest=sha256:f22ee37c2a20894e47822ad04fa9fab67fd84a6e3e0494e9de382c465e787ab4

Observation 1c198a66-7bbd-44c6-a50d-39d7d2a4bbc0 · outbound

This paper cites an unresolved cited work.

ContraFix: Skill-Enhanced Contrastive Runtime Analysis for Vulnerability Repair Unresolved cited work

Reference 55

Resolution
unresolved
raw_fallback, observed 2026-07-04T22:40:11.045646Z

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.

source=pdf_text observed=2026-07-04T01:08:43.866240Z digest=sha256:46115d64fbbd90c9a1c7928282c70660bceafb521c8ca3fe3a7c60a406e49ebb

Observation 33ea7b68-c46a-421e-8c00-93a28b9f9085 · outbound

This paper cites an unresolved cited work.

ContraFix: Skill-Enhanced Contrastive Runtime Analysis for Vulnerability Repair Unresolved cited work

Reference 56

Resolution
unresolved
raw_fallback, observed 2026-07-04T22:40:11.047322Z

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.

source=pdf_text observed=2026-07-04T01:08:43.866240Z digest=sha256:22a8d7c19c37aaa5db5a03d426515080df838b2d7d2b576e77751aa07b5090b5

Observation a584c334-8ad3-4970-8b2d-79f96e858d86 · outbound

This paper cites Zhang, X.

ContraFix: Skill-Enhanced Contrastive Runtime Analysis for Vulnerability Repair Zhang, X

Reference 57

Resolution
verified exact
arxiv_id, observed 2026-07-04T01:09:18.360596Z

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.

source=pdf_text observed=2026-07-04T01:08:43.866240Z digest=sha256:3f5eb5de3798f4f2830c9036abd53573950c0050694bb1f9d033b3f33d11640f

Observation 22a2c7a2-a4e3-4d7e-ba03-3b9391654c97 · outbound

This paper cites an unresolved cited work.

ContraFix: Skill-Enhanced Contrastive Runtime Analysis for Vulnerability Repair Unresolved cited work

Reference 58

Resolution
unresolved
raw_fallback, observed 2026-07-04T22:40:11.049054Z

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.

source=pdf_text observed=2026-07-04T01:08:43.866240Z digest=sha256:39999c9b494e500fafd61aab14a0fba5d8da455424fb42547f0aeb47a11f8d66

Observation 18c961a2-181d-4c82-ab77-802f982d1615 · outbound

This paper cites an unresolved cited work.

ContraFix: Skill-Enhanced Contrastive Runtime Analysis for Vulnerability Repair Unresolved cited work

Reference 59

Resolution
unresolved
raw_fallback, observed 2026-07-04T22:40:11.089594Z

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.

source=pdf_text observed=2026-07-04T01:08:43.866240Z digest=sha256:ab52374755878655655967326153bdc783fb8c5a604782ff317efb67efac651d

Observation ba747706-5541-47ad-abee-8bdb442dca69 · outbound

This paper cites an unresolved cited work.

ContraFix: Skill-Enhanced Contrastive Runtime Analysis for Vulnerability Repair Unresolved cited work

Reference 60

Resolution
unresolved
raw_fallback, observed 2026-07-04T22:40:11.059627Z

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.

source=pdf_text observed=2026-07-04T01:08:43.866240Z digest=sha256:0da3ff157644572962d99293c67dc3aa31784d75d32939b8dc148beaf7739569

Observation eb2b0bfe-0c18-478e-aa2c-07ee848fc923 · outbound

This paper cites Multilingual Knowledge Graph Completion with Self-Supervised Adaptive Graph Alignment.

ContraFix: Skill-Enhanced Contrastive Runtime Analysis for Vulnerability Repair Multilingual Knowledge Graph Completion with Self-Supervised Adaptive Graph Alignment

Reference 61

Resolution
malformed identifier
doi_truncated, observed 2026-07-04T01:09:18.184480Z

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.

source=pdf_text observed=2026-07-04T01:08:43.866240Z digest=sha256:4780e78b8223807c316ffd992ae8a915e6beb7788aa0cf7f68a3e9a9c078d83e

Pith citing papers

No inbound Pith citation observations are available.