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Paper Citation Record · LEDGER

Active-SWE: Benchmarking Coding Agents for Proactive Bug Fixing without Issue Reports

As of 7 August 2026, this Paper Citation Record lists 66 of 66 outbound references and 0 inbound Pith citation observations for arXiv:2608.04682.

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

pith.paper-citation-record.v1
2608.04682 v1

Coverage vector

measured 66 of 66 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T19:02:40.696853Z

measured 66 of 66 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

66 of 66 outbound references displayed

  • verified exact1
  • verified fuzzy44
  • unresolved20
  • parse uncertain1
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 0565f63a-f9be-4791-8c58-d2f804216905 · outbound

This paper cites ICLR , year=.

Active-SWE: Benchmarking Coding Agents for Proactive Bug Fixing without Issue Reports ICLR , year=

Reference 1

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T19:02:42.033982Z

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=arxiv_source observed=2026-08-06T19:02:40.290931Z digest=sha256:3a3747de08692dda0737c980d1bb84f4534afa7130cc7d6ccf1d6e5c74cc7524

Observation 49516cd8-6ba3-43f7-b0fa-143c03450ce4 · outbound

This paper cites LLaMA: Open and Efficient Foundation Language Models.

Active-SWE: Benchmarking Coding Agents for Proactive Bug Fixing without Issue Reports LLaMA: Open and Efficient Foundation Language Models

Reference 3

Resolution
unresolved
no resolver link, observed 2026-08-06T19:02:40.308496Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T19:02:40.308496Z digest=sha256:5f7e1ce90a88d48746a468aef0362d1d496056a019da6259bd1c551b91f764af

Observation b9a61cc0-4534-45ca-80c1-abe1104f57b9 · outbound

This paper cites ACM transactions on intelligent systems and technology , year=.

Active-SWE: Benchmarking Coding Agents for Proactive Bug Fixing without Issue Reports ACM transactions on intelligent systems and technology , year=

Reference 4

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T19:02:42.015769Z

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=arxiv_source observed=2026-08-06T19:02:40.313909Z digest=sha256:f6b1ccc77be6bb9f3f3d7d4a88e7d57d215aa5467989a3831e01b5a09bf65475

Observation dadae06c-eb74-4022-a9c4-f036a2014744 · outbound

This paper cites Frontiers of Computer Science , year=.

Active-SWE: Benchmarking Coding Agents for Proactive Bug Fixing without Issue Reports Frontiers of Computer Science , year=

Reference 5

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T19:02:41.994927Z

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=arxiv_source observed=2026-08-06T19:02:40.319687Z digest=sha256:6d67b89bc5dda83c5802a58af7f22292a4c7eeb312a6f7070a210c70718bb581

Observation e81df24c-c8ba-4769-a303-c616ca9b4ce5 · outbound

This paper cites ICSE-FoSE , year=.

Active-SWE: Benchmarking Coding Agents for Proactive Bug Fixing without Issue Reports ICSE-FoSE , year=

Reference 6

Resolution
unresolved
no resolver link, observed 2026-08-06T19:02:40.325309Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T19:02:40.325309Z digest=sha256:2e9070db88d24cf0984499f70b97c45fcde90443d792770aca0dc71cd97240ca

Observation 8d662c10-40b9-4050-970d-2e35e528b05c · outbound

This paper cites 2024 , howpublished =.

Active-SWE: Benchmarking Coding Agents for Proactive Bug Fixing without Issue Reports 2024 , howpublished =

Reference 8

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T19:02:41.964031Z

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=arxiv_source observed=2026-08-06T19:02:40.336945Z digest=sha256:6772b8ff8cda3e829af18becefde60b3be1454af2f471f5f236ca48ba6fc271f

Observation 9115f5ca-b6f8-4f03-b6f3-a2b45d3ebe7d · outbound

This paper cites 2024 , howpublished =.

Active-SWE: Benchmarking Coding Agents for Proactive Bug Fixing without Issue Reports 2024 , howpublished =

Reference 9

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T19:02:41.943464Z

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=arxiv_source observed=2026-08-06T19:02:40.342006Z digest=sha256:e00259cf9a06becdaae2812d25885c27741001b3a85205ed05b7f5cbf6d07079

Observation 891edd44-be57-4a68-8a60-b294434e3997 · outbound

This paper cites 2024 , howpublished =.

Active-SWE: Benchmarking Coding Agents for Proactive Bug Fixing without Issue Reports 2024 , howpublished =

Reference 10

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T19:02:41.927060Z

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=arxiv_source observed=2026-08-06T19:02:40.346986Z digest=sha256:acf59319ea09cca006f7e216a8f071ddc3eb48a737e7bfa8b077f6a1099661ea

Observation c9d8cead-7ff6-4820-b947-b63811c2c720 · outbound

This paper cites 2026 , howpublished =.

Active-SWE: Benchmarking Coding Agents for Proactive Bug Fixing without Issue Reports 2026 , howpublished =

Reference 11

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T19:02:41.908802Z

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=arxiv_source observed=2026-08-06T19:02:40.351934Z digest=sha256:fb1b71dddbb72ea2151ee5b6ae240f6c93dc22efb520e817f396ac2e60c2dbd2

Observation b30d7ecf-2130-4d80-9f68-d40884c106d2 · outbound

This paper cites 2026 , howpublished =.

Active-SWE: Benchmarking Coding Agents for Proactive Bug Fixing without Issue Reports 2026 , howpublished =

Reference 12

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T19:02:41.890389Z

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=arxiv_source observed=2026-08-06T19:02:40.356669Z digest=sha256:1679b560612fbc58eeb240098454ac48da12fff92a44f255524e8332eb1ba9a6

Observation 85e92ddc-fa13-435f-915e-714e05b68d1c · outbound

This paper cites NeurIPS , year=.

Active-SWE: Benchmarking Coding Agents for Proactive Bug Fixing without Issue Reports NeurIPS , year=

Reference 13

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T19:02:41.870937Z

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=arxiv_source observed=2026-08-06T19:02:40.361764Z digest=sha256:3abe29858a3587b6a37e3522c5328df2cdd7cd5d698962c7bb820d2d0a499c9e

Observation 0a0e2002-0825-4760-9fee-7dac66b10620 · outbound

This paper cites NeurIPS , year=.

Active-SWE: Benchmarking Coding Agents for Proactive Bug Fixing without Issue Reports NeurIPS , year=

Reference 15

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T19:02:41.852951Z

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=arxiv_source observed=2026-08-06T19:02:40.372026Z digest=sha256:a9cc7170ec2f2016f24e506bd6b9f374f5b92c74ff09597ba2df3b7c82e0efe4

Observation 64ba4e39-b21a-4b0a-9c41-5cddd61a9a18 · outbound

This paper cites SWE-Bench+: Enhanced Coding Benchmark for LLMs.

Active-SWE: Benchmarking Coding Agents for Proactive Bug Fixing without Issue Reports SWE-Bench+: Enhanced Coding Benchmark for LLMs

Reference 16

Resolution
unresolved
no resolver link, observed 2026-08-06T19:02:40.376652Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T19:02:40.376652Z digest=sha256:12157946ae6712b0c8adf6daf53b90036adad11b1ed864fa53ab4bd931d37fd1

Observation 6a627b34-1f43-409d-81a5-4827a2338a3c · outbound

This paper cites ACL , year=.

Active-SWE: Benchmarking Coding Agents for Proactive Bug Fixing without Issue Reports ACL , year=

Reference 17

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T19:02:41.835097Z

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=arxiv_source observed=2026-08-06T19:02:40.382378Z digest=sha256:b53a04f216dcaf6277ff783923b5c891f872696f92fc662106e1e03861b605f9

Observation 9a0930f9-0958-4d81-a76d-bd09a0406e57 · outbound

This paper cites NeurIPS , year=.

Active-SWE: Benchmarking Coding Agents for Proactive Bug Fixing without Issue Reports NeurIPS , year=

Reference 21

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T19:02:41.818320Z

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=arxiv_source observed=2026-08-06T19:02:40.403082Z digest=sha256:e1dc2319ad126918447d4df231dda1810b607e2d42e73b92f6125db9b508dcbf

Observation 83bd7b1c-0ffa-42f8-85af-8929782a01e3 · outbound

This paper cites Advances in Neural Information Processing Systems , volume=.

Active-SWE: Benchmarking Coding Agents for Proactive Bug Fixing without Issue Reports Advances in Neural Information Processing Systems , volume=

Reference 23

Resolution
unresolved
no resolver link, observed 2026-08-06T19:02:40.413636Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T19:02:40.413636Z digest=sha256:ccd523d7f1c1e0d5a576aad002c020237cac9b2134b6e3edaee5ebdf9deef791

Observation 1cfb059a-d1d4-4f63-bb5a-695d361d32a7 · outbound

This paper cites ACL , year=.

Active-SWE: Benchmarking Coding Agents for Proactive Bug Fixing without Issue Reports ACL , year=

Reference 24

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T19:02:41.790730Z

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=arxiv_source observed=2026-08-06T19:02:40.418361Z digest=sha256:8699801602dbea41fb52bccb052134fa5105470b69cfd38b291962795b32311c

Observation 0619187b-1846-4afe-9b3b-eaa0d2de5f5a · outbound

This paper cites ICLR , year=.

Active-SWE: Benchmarking Coding Agents for Proactive Bug Fixing without Issue Reports ICLR , year=

Reference 25

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T19:02:41.771010Z

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=arxiv_source observed=2026-08-06T19:02:40.423733Z digest=sha256:cc13a288c01a11c11a0414f177b621f207f0e7d605e5cb27a92807bc97caf2a0

Observation 9a479890-d1b4-42f0-a840-d4b7fd6359c7 · outbound

This paper cites ACL , year=.

Active-SWE: Benchmarking Coding Agents for Proactive Bug Fixing without Issue Reports ACL , year=

Reference 26

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T19:02:41.754414Z

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=arxiv_source observed=2026-08-06T19:02:40.428427Z digest=sha256:986ee91b6865cf10bf6d222390d73c9f0659e9ed40d5557736b2a3799d0cfd70

Observation d098cacf-1a18-4d77-99eb-6662078e2e95 · outbound

This paper cites NeurIPS , year=.

Active-SWE: Benchmarking Coding Agents for Proactive Bug Fixing without Issue Reports NeurIPS , year=

Reference 27

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T19:02:41.737619Z

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=arxiv_source observed=2026-08-06T19:02:40.433649Z digest=sha256:c2ed31a313fb06aece495fc7a4e989b15d22df0bc5395d28a667c90de3d29cff

Observation 6742c5c2-6174-4d6b-9714-f98aa2d79b7b · outbound

This paper cites 2026 , howpublished =.

Active-SWE: Benchmarking Coding Agents for Proactive Bug Fixing without Issue Reports 2026 , howpublished =

Reference 30

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T19:02:41.714824Z

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=arxiv_source observed=2026-08-06T19:02:40.448812Z digest=sha256:29dd1e3ae675f4c4d9bbdb031f3f1b3743432b1cf5a1171351170836128a01ec

Observation 517c0c83-b80f-41fe-aaa4-0e8cc3177cfe · outbound

This paper cites 2026 , howpublished =.

Active-SWE: Benchmarking Coding Agents for Proactive Bug Fixing without Issue Reports 2026 , howpublished =

Reference 32

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T19:02:41.696949Z

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=arxiv_source observed=2026-08-06T19:02:40.459486Z digest=sha256:94adcfaebd8275e4064c78f192558ab314ec1e7bc77ed858a38e031dedf40651

Observation 7fda5a46-3f01-4293-bf9e-341e083e61f5 · outbound

This paper cites Qwen3.5: Accelerating Productivity with Native Multimodal Agents , howpublished =.

Active-SWE: Benchmarking Coding Agents for Proactive Bug Fixing without Issue Reports Qwen3.5: Accelerating Productivity with Native Multimodal Agents , howpublished =

Reference 35

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T19:02:41.678185Z

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=arxiv_source observed=2026-08-06T19:02:40.474687Z digest=sha256:dc999ac9a13590665defeb27506caf793f6a1c1168bd073ffaf16d08cfdab6b5

Observation d437dc11-78b9-4574-80e2-b06b942efee2 · outbound

This paper cites 2026 , howpublished =.

Active-SWE: Benchmarking Coding Agents for Proactive Bug Fixing without Issue Reports 2026 , howpublished =

Reference 36

Resolution
unresolved
no resolver link, observed 2026-08-06T19:02:40.479235Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T19:02:40.479235Z digest=sha256:4a2e20d78c87dea6dcfa15f81d243c250c62b5b56b96de9b8bd9d1b40dd88e61

Observation ba7c3479-1fa3-49a1-a12a-6b79a7f87839 · outbound

This paper cites 2026 , howpublished =.

Active-SWE: Benchmarking Coding Agents for Proactive Bug Fixing without Issue Reports 2026 , howpublished =

Reference 37

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T19:02:41.645910Z

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=arxiv_source observed=2026-08-06T19:02:40.484085Z digest=sha256:b4939df137c51c365c884a1056291720f9cf4b73d0382540d80acc8ffaf4e32d

Observation dd58faa9-7394-48e2-81ce-f65cf8b8bdf0 · outbound

This paper cites 2026 , howpublished =.

Active-SWE: Benchmarking Coding Agents for Proactive Bug Fixing without Issue Reports 2026 , howpublished =

Reference 38

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T19:02:41.629172Z

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=arxiv_source observed=2026-08-06T19:02:40.489325Z digest=sha256:2e38fe6a955b0765fa4aff1ee3fc59285af50c2653483cd8487f9c3a345c6155

Observation b0c83089-c242-4d7b-bfbd-0785c326eb3b · outbound

This paper cites an unresolved cited work.

Active-SWE: Benchmarking Coding Agents for Proactive Bug Fixing without Issue Reports Unresolved cited work

Reference 42

Resolution
parse uncertain
no resolver link, observed 2026-08-06T19:02:40.509167Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T19:02:40.509167Z digest=sha256:c0ce05aae89455fcf0b2b519e4997bfb2301cf18c5f805eb6ce8e54e5b74e64a

Observation 89c6e5dd-035d-4ee2-a1ce-842f3486327d · outbound

This paper cites System card: Claude sonnet 4.6.

Active-SWE: Benchmarking Coding Agents for Proactive Bug Fixing without Issue Reports System card: Claude sonnet 4.6

Reference 43

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T19:02:41.601259Z

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=arxiv_source observed=2026-08-06T19:02:40.513795Z digest=sha256:a8339f7de001c04abd6a53bba8546f1e225684c52c4a6aba8934df9b0954f841

Observation 06eb38fb-7222-444f-b0d7-7abd67c27903 · outbound

This paper cites System card: Claude opus 4.8.

Active-SWE: Benchmarking Coding Agents for Proactive Bug Fixing without Issue Reports System card: Claude opus 4.8

Reference 44

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T19:02:41.585132Z

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=arxiv_source observed=2026-08-06T19:02:40.518702Z digest=sha256:31ee79f056a8cd8980e843fcc9022d8a7c96b17790ca085a8644f5a843fa100d

Observation d0187244-64c2-4c7c-9476-308866a0ec00 · outbound

This paper cites A survey on evaluation of large language models.

Active-SWE: Benchmarking Coding Agents for Proactive Bug Fixing without Issue Reports A survey on evaluation of large language models

Reference 45

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T19:02:41.568599Z

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=arxiv_source observed=2026-08-06T19:02:40.523406Z digest=sha256:c9b175bd14993197055e50930959bf65c031aca106b2d2134f777c2d57f79085

Observation 72be4632-bdf0-49e8-82ed-74b805e6b46b · outbound

This paper cites The MiniMax-M2 Series: Mini Activations Unleashing Max Real-World Intelligence.

Active-SWE: Benchmarking Coding Agents for Proactive Bug Fixing without Issue Reports The MiniMax-M2 Series: Mini Activations Unleashing Max Real-World Intelligence

Reference 46

Resolution
unresolved
no resolver link, observed 2026-08-06T19:02:40.528271Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T19:02:40.528271Z digest=sha256:dd162c5590feb7a447f33af8b619704cab9ca2036565862db3c8385f64ae6f7e

Observation 6e8b870a-04a4-444f-b81c-ebaca12c6134 · outbound

This paper cites External technical root cause analysis — channel file 291.

Active-SWE: Benchmarking Coding Agents for Proactive Bug Fixing without Issue Reports External technical root cause analysis — channel file 291

Reference 47

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T19:02:41.552095Z

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=arxiv_source observed=2026-08-06T19:02:40.532761Z digest=sha256:6d8b49c881dd332d9359be1b0c99ca77162531a9ea093e09c477447412373c19

Observation beb6dfa7-3e20-4817-85df-dfa4e8d756d7 · outbound

This paper cites Deepseek-v4: Towards highly efficient million-token context intelligence.

Active-SWE: Benchmarking Coding Agents for Proactive Bug Fixing without Issue Reports Deepseek-v4: Towards highly efficient million-token context intelligence

Reference 48

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T19:02:41.535235Z

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=arxiv_source observed=2026-08-06T19:02:40.537453Z digest=sha256:c199b1210667089c921d78faf10a8cff44590596cf447ed69355c5b30681d9b5

Observation 49bd99bc-1278-4d1d-ae47-14d10ac73729 · outbound

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

Active-SWE: Benchmarking Coding Agents for Proactive Bug Fixing without Issue Reports SWE-Bench Pro: Can AI Agents Solve Long-Horizon Software Engineering Tasks?

Reference 49

Resolution
unresolved
no resolver link, observed 2026-08-06T19:02:40.542646Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T19:02:40.542646Z digest=sha256:871860aaee6f767f9a3f47bc6318727d9a8d876a445e5d5812fb80dcbadf7c7e

Observation 128b5bd0-da9f-491c-bb5a-2f80a28b5e2e · outbound

This paper cites Large language models for software engineering: Survey and open problems.

Active-SWE: Benchmarking Coding Agents for Proactive Bug Fixing without Issue Reports Large language models for software engineering: Survey and open problems

Reference 50

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T19:02:41.518388Z

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=arxiv_source observed=2026-08-06T19:02:40.547534Z digest=sha256:cc2e542c7c49d9ccf61e57c3595937ebd1189be1070c0bc4d02a05fdf7a248a6

Observation d4703c88-aaa4-4104-9a54-5d37d6225d5c · outbound

This paper cites Gemini 3.1 pro model card.

Active-SWE: Benchmarking Coding Agents for Proactive Bug Fixing without Issue Reports Gemini 3.1 pro model card

Reference 51

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T19:02:41.502015Z

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=arxiv_source observed=2026-08-06T19:02:40.552364Z digest=sha256:288e6c479a76777b4e02e71e39f6ca0f0e4d28f0d3a5695fbf67652570aee34b

Observation 904c9bb4-aaa4-46e1-9782-cd4833834b9d · outbound

This paper cites AgentCoder: Multi-Agent-based Code Generation with Iterative Testing and Optimisation.

Active-SWE: Benchmarking Coding Agents for Proactive Bug Fixing without Issue Reports AgentCoder: Multi-Agent-based Code Generation with Iterative Testing and Optimisation

Reference 52

Resolution
unresolved
no resolver link, observed 2026-08-06T19:02:40.557097Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T19:02:40.557097Z digest=sha256:b8b485a64c00795be0d1bd84f7d698015c9cff775b0431131c1c6b44358cb978

Observation bfed2013-810d-438f-979a-4fccabf85356 · outbound

This paper cites Mapcoder: Multi-agent code generation for competitive problem solving.

Active-SWE: Benchmarking Coding Agents for Proactive Bug Fixing without Issue Reports Mapcoder: Multi-agent code generation for competitive problem solving

Reference 53

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T19:02:41.486321Z

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=arxiv_source observed=2026-08-06T19:02:40.561483Z digest=sha256:4b373fec60ca96a49c1b77d56c4d46ffc3a24e4dc9374596e1b65cce010d822d

Observation 753f1b08-6ee4-468e-8039-99aa741f11c0 · outbound

This paper cites Swe-bench: Can language models resolve real-world github issues? In ICLR, 2024.

Active-SWE: Benchmarking Coding Agents for Proactive Bug Fixing without Issue Reports Swe-bench: Can language models resolve real-world github issues? In ICLR, 2024

Reference 54

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T19:02:41.468934Z

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=arxiv_source observed=2026-08-06T19:02:40.566348Z digest=sha256:1cb3491df941e859eddc0dc3d8528806f0da61a9a263f282a69f5eaf72e072bd

Observation 1b1f2c14-9151-43ab-bbf6-bc47a76ad8bf · outbound

This paper cites From LLMs to LLM-based Agents for Software Engineering: A Survey of Current, Challenges and Future.

Active-SWE: Benchmarking Coding Agents for Proactive Bug Fixing without Issue Reports From LLMs to LLM-based Agents for Software Engineering: A Survey of Current, Challenges and Future

Reference 55

Resolution
unresolved
no resolver link, observed 2026-08-06T19:02:40.571286Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T19:02:40.571286Z digest=sha256:e478a31c7901b2365cc00847b71fdee187c2f3a29cd686ec2c59ac1eb7094756

Observation 764ae076-5e9f-4c84-a758-364f9bfbb011 · outbound

This paper cites Ling and Ring 2.6 Technical Report: Efficient and Instant Agentic Intelligence at Trillion-Parameter Scale.

Active-SWE: Benchmarking Coding Agents for Proactive Bug Fixing without Issue Reports Ling and Ring 2.6 Technical Report: Efficient and Instant Agentic Intelligence at Trillion-Parameter Scale

Reference 56

Resolution
unresolved
no resolver link, observed 2026-08-06T19:02:40.575847Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T19:02:40.575847Z digest=sha256:4cd0fa6b3f292abe682edb520d7c8cd31d0548054657bdf387909cadfe73cf73

Observation f5745e75-a471-43d7-ba00-7f27b1a049dc · outbound

This paper cites Testexplora: Benchmarking llms for proactive bug discovery via repository-level test generation.

Active-SWE: Benchmarking Coding Agents for Proactive Bug Fixing without Issue Reports Testexplora: Benchmarking llms for proactive bug discovery via repository-level test generation

Reference 57

Resolution
verified exact
raw_fallback, observed 2026-08-06T19:02:41.009629Z

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=arxiv_source observed=2026-08-06T19:02:40.580855Z digest=sha256:d7bdcc8ae8f698c7096928b288cd5cf43e75fb3145070d81c2b641c4f46b71d6

Observation 60060c8c-6308-4b6d-abe2-43168cc9d958 · outbound

This paper cites Helping our customers through the crowdstrike outage.

Active-SWE: Benchmarking Coding Agents for Proactive Bug Fixing without Issue Reports Helping our customers through the crowdstrike outage

Reference 58

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T19:02:41.451448Z

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=arxiv_source observed=2026-08-06T19:02:40.585756Z digest=sha256:0057a12a2db3cfcadd9e6ffc17af68f6fd47fe7e51c135d98ce3bf05c9dafbfd

Observation 24b7c483-1b3f-4c62-a17b-e3ea15790a6d · outbound

This paper cites u ndler, Mark N M \.

Active-SWE: Benchmarking Coding Agents for Proactive Bug Fixing without Issue Reports u ndler, Mark N M \

Reference 59

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T19:02:41.435745Z

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=arxiv_source observed=2026-08-06T19:02:40.591162Z digest=sha256:da2bd052c451126172f025c6705eede4f175195851fd7e927b4ce68c7f240f43

Observation fac8908f-b69b-4567-8be1-3f35844fff57 · outbound

This paper cites Why swe-bench verified no longer measures frontier coding capabilities.

Active-SWE: Benchmarking Coding Agents for Proactive Bug Fixing without Issue Reports Why swe-bench verified no longer measures frontier coding capabilities

Reference 60

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T19:02:41.418435Z

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=arxiv_source observed=2026-08-06T19:02:40.595627Z digest=sha256:b813278c8d5094bcdabd40d4519f630a07cf66b68027d30752eed216ab23ab39

Observation 06da3624-803e-471c-8eb2-b598b707635a · outbound

This paper cites Separating signal from noise in coding evaluations.

Active-SWE: Benchmarking Coding Agents for Proactive Bug Fixing without Issue Reports Separating signal from noise in coding evaluations

Reference 61

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T19:02:41.402190Z

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=arxiv_source observed=2026-08-06T19:02:40.600347Z digest=sha256:e5a2f35d24bb6ddaeb4d0790ebace73d2910da943061e3a0a47129b0ca90f63d

Observation d813e5dd-8a68-49dd-abdd-1a9943392915 · outbound

This paper cites Crowdstrike to cost fortune 500 \ 5.4b; insured loss range of \ 0.54b - \ 1.08b.

Active-SWE: Benchmarking Coding Agents for Proactive Bug Fixing without Issue Reports Crowdstrike to cost fortune 500 \ 5.4b; insured loss range of \ 0.54b - \ 1.08b

Reference 62

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T19:02:41.383196Z

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=arxiv_source observed=2026-08-06T19:02:40.605278Z digest=sha256:3f57820ad49e20b2881b52d88718384a4a019fa4d80482bc6763d16d9a3403e3

Observation 25ba78ca-7e44-4a4c-a537-292814a882fc · outbound

This paper cites Qwen3.7 : The agent frontier, May 2026.

Active-SWE: Benchmarking Coding Agents for Proactive Bug Fixing without Issue Reports Qwen3.7 : The agent frontier, May 2026

Reference 63

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T19:02:41.365835Z

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=arxiv_source observed=2026-08-06T19:02:40.609842Z digest=sha256:95584297edc3fc654b22ff1af554516efdf99dbd2c863885041f8f496aeedd17

Observation 36983989-f6c6-44e7-9295-216d3effa092 · outbound

This paper cites SWE Atlas: Benchmarking Coding Agents Beyond Issue Resolution.

Active-SWE: Benchmarking Coding Agents for Proactive Bug Fixing without Issue Reports SWE Atlas: Benchmarking Coding Agents Beyond Issue Resolution

Reference 64

Resolution
unresolved
no resolver link, observed 2026-08-06T19:02:40.614800Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T19:02:40.614800Z digest=sha256:6e2ea0c805ab785a3abc52c345d428ec8716b98fc21b28000a1d7dc75ca74189

Observation 7e520ca1-e326-40d5-9a5d-33f4815a7fba · outbound

This paper cites Seed2.0 Model Card: Towards Intelligence Frontier for Real-World Complexity.

Active-SWE: Benchmarking Coding Agents for Proactive Bug Fixing without Issue Reports Seed2.0 Model Card: Towards Intelligence Frontier for Real-World Complexity

Reference 65

Resolution
unresolved
no resolver link, observed 2026-08-06T19:02:40.619737Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T19:02:40.619737Z digest=sha256:939d8e91e726b52757b37640c1ecc5171991d843bc66e0707c8a093b082467ed

Observation 6bff20fc-1e23-499d-aef2-306784211d9f · outbound

This paper cites OpenAI GPT-5 System Card.

Active-SWE: Benchmarking Coding Agents for Proactive Bug Fixing without Issue Reports OpenAI GPT-5 System Card

Reference 66

Resolution
unresolved
no resolver link, observed 2026-08-06T19:02:40.624433Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T19:02:40.624433Z digest=sha256:2b0be1687030a08e52617ac0da14a14fabeebb70a9ef3e0e39cd96547677d1c8

Observation 4166d0b0-61c3-460c-9d67-305dae3fa442 · outbound

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

Active-SWE: Benchmarking Coding Agents for Proactive Bug Fixing without Issue Reports Kimi K2.5: Visual Agentic Intelligence

Reference 67

Resolution
unresolved
no resolver link, observed 2026-08-06T19:02:40.629242Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T19:02:40.629242Z digest=sha256:d545fc4c04ec30f52c0782744ee7c597ff0352aa765d3517daf5fd455fe0aeb0

Observation 888e5023-ee2f-4712-9181-fc809203c592 · outbound

This paper cites Qwen3.5: Accelerating productivity with native multimodal agents.

Active-SWE: Benchmarking Coding Agents for Proactive Bug Fixing without Issue Reports Qwen3.5: Accelerating productivity with native multimodal agents

Reference 68

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T19:02:41.349448Z

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=arxiv_source observed=2026-08-06T19:02:40.633864Z digest=sha256:d6700e2e7bfba82c3b18a61658426557e46ee09210a4c28990ec57a5351321de

Observation 8d751679-314d-461e-9cb2-18c912352ff8 · outbound

This paper cites an unresolved cited work.

Active-SWE: Benchmarking Coding Agents for Proactive Bug Fixing without Issue Reports Unresolved cited work

Reference 69

Resolution
unresolved
raw_fallback, observed 2026-08-06T19:02:41.332028Z

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=arxiv_source observed=2026-08-06T19:02:40.638972Z digest=sha256:e6dfeb8126de4df9a11e11ba698cb5ac484d3b5d4791fa022fa4e50a0606558f

Observation 4913b48a-561f-4138-9269-3c513df3004f · outbound

This paper cites Openhands: An open platform for ai software developers as generalist agents.

Active-SWE: Benchmarking Coding Agents for Proactive Bug Fixing without Issue Reports Openhands: An open platform for ai software developers as generalist agents

Reference 70

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T19:02:41.315666Z

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=arxiv_source observed=2026-08-06T19:02:40.643906Z digest=sha256:8fcb9b8219690f887699eae8eb67a01c4ecd99c05a0d9e94906d3fd56c9e2648

Observation c95108be-bc6a-4c3f-9943-0e1ad7feaf8f · outbound

This paper cites Live-swe-agent: Can software engineering agents self-evolve on the fly? arXiv preprint arXiv:2511.13646, 2025.

Active-SWE: Benchmarking Coding Agents for Proactive Bug Fixing without Issue Reports Live-swe-agent: Can software engineering agents self-evolve on the fly? arXiv preprint arXiv:2511.13646, 2025

Reference 71

Resolution
unresolved
no resolver link, observed 2026-08-06T19:02:40.648923Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T19:02:40.648923Z digest=sha256:7fd570d95b75a33aa42e460b93779979265229c51aa7cf6c291cd0cb508d2fc6

Observation 70896e99-4ea8-4a36-aaed-baf635d8ea05 · outbound

This paper cites Swe-agent: Agent-computer interfaces enable automated software engineering.

Active-SWE: Benchmarking Coding Agents for Proactive Bug Fixing without Issue Reports Swe-agent: Agent-computer interfaces enable automated software engineering

Reference 72

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T19:02:41.298970Z

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=arxiv_source observed=2026-08-06T19:02:40.653538Z digest=sha256:624cd523d5669959706e05dc56a40fcf676b434b6d6391e8d65a5c09254aa11e

Observation 474521f1-6871-4316-9674-9fed3c956337 · outbound

This paper cites SWE-bench Multimodal: Do AI Systems Generalize to Visual Software Domains?.

Active-SWE: Benchmarking Coding Agents for Proactive Bug Fixing without Issue Reports SWE-bench Multimodal: Do AI Systems Generalize to Visual Software Domains?

Reference 73

Resolution
unresolved
no resolver link, observed 2026-08-06T19:02:40.658366Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T19:02:40.658366Z digest=sha256:665f7d6a9b03c9c1b0489139fbe91616c3366d49bdff3f06686d71bf9c960b97

Observation b3543968-4e74-4956-8813-d4946b3df476 · outbound

This paper cites Swe-smith: Scaling data for software engineering agents.

Active-SWE: Benchmarking Coding Agents for Proactive Bug Fixing without Issue Reports Swe-smith: Scaling data for software engineering agents

Reference 74

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T19:02:41.280645Z

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=arxiv_source observed=2026-08-06T19:02:40.662708Z digest=sha256:0a66d950f5a3a795c71151ae4b30071fb959c6dc34bdb904fa4febc4259a2be3

Observation f28180df-8257-44fc-aa16-5f74e3e2d7fe · outbound

This paper cites ReAct: Synergizing Reasoning and Acting in Language Models.

Active-SWE: Benchmarking Coding Agents for Proactive Bug Fixing without Issue Reports ReAct: Synergizing Reasoning and Acting in Language Models

Reference 75

Resolution
unresolved
no resolver link, observed 2026-08-06T19:02:40.667485Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T19:02:40.667485Z digest=sha256:0f0fbbccc0644710a63529847d89274c2e04ffdb3b04ca6557792f345d26f913

Observation 1d73afb6-5baf-41b4-8e2e-f8662083c1a6 · outbound

This paper cites Multi-swe-bench: A multilingual benchmark for issue resolving.

Active-SWE: Benchmarking Coding Agents for Proactive Bug Fixing without Issue Reports Multi-swe-bench: A multilingual benchmark for issue resolving

Reference 76

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T19:02:41.264160Z

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=arxiv_source observed=2026-08-06T19:02:40.672186Z digest=sha256:798b61eb21ceaa0a00931820a801c44c829db7e24a0494c9dabefaff65a21c0b

Observation 9b55618c-b92d-4c42-a61b-1751e94b601e · outbound

This paper cites GLM-5: from Vibe Coding to Agentic Engineering.

Active-SWE: Benchmarking Coding Agents for Proactive Bug Fixing without Issue Reports GLM-5: from Vibe Coding to Agentic Engineering

Reference 77

Resolution
unresolved
no resolver link, observed 2026-08-06T19:02:40.677154Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T19:02:40.677154Z digest=sha256:8538f4011b8857884f6f0bf4c22d47445b650e249e1f695a8facaf1057bd706c

Observation 37d59c2f-702c-447e-a703-8d4c3d9a7959 · outbound

This paper cites Codeagent: Enhancing code generation with tool-integrated agent systems for real-world repo-level coding challenges.

Active-SWE: Benchmarking Coding Agents for Proactive Bug Fixing without Issue Reports Codeagent: Enhancing code generation with tool-integrated agent systems for real-world repo-level coding challenges

Reference 78

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T19:02:41.247502Z

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=arxiv_source observed=2026-08-06T19:02:40.681643Z digest=sha256:ea641a9486939cb15a280d960fad8ab87e81d6df03a20e58fda82104b597133b

Observation 772dcec3-c004-4870-91db-1d8927a27f78 · outbound

This paper cites Swe-bench goes live! In NeurIPS, 2026.

Active-SWE: Benchmarking Coding Agents for Proactive Bug Fixing without Issue Reports Swe-bench goes live! In NeurIPS, 2026

Reference 79

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T19:02:41.229614Z

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=arxiv_source observed=2026-08-06T19:02:40.686763Z digest=sha256:ee5c249a6f7241410e15b811a51420ce8fa6c77acf65c51138374801dd66f930

Observation 8eebe9aa-1454-4e4b-b045-82b5beb7fa9f · outbound

This paper cites A survey of large language models.

Active-SWE: Benchmarking Coding Agents for Proactive Bug Fixing without Issue Reports A survey of large language models

Reference 80

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T19:02:41.212617Z

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=arxiv_source observed=2026-08-06T19:02:40.691634Z digest=sha256:6ee095bbfbfb758faabf24459bb8c24e18e539b99fe00861fb1fdd0c78454286

Observation 8e9f7764-9d6f-4452-9c46-28fe032d255a · outbound

This paper cites Featurebench: Benchmarking agentic coding for complex feature development.

Active-SWE: Benchmarking Coding Agents for Proactive Bug Fixing without Issue Reports Featurebench: Benchmarking agentic coding for complex feature development

Reference 81

Resolution
unresolved
no resolver link, observed 2026-08-06T19:02:40.696853Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T19:02:40.696853Z digest=sha256:60533909c6a05b1f269409d0c6f3fbba52bd58ccbd3cbbd49fd6a59c37ef4847

Pith citing papers

No inbound Pith citation observations are available.