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Paper Citation Record · LEDGER

PatchPilot: A Cost-Efficient Software Engineering Agent with Early Attempts on Formal Verification

As of 9 August 2026, this Paper Citation Record lists 57 of 57 outbound references and 9 inbound Pith citation observations for arXiv:2502.02747.

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

pith.paper-citation-record.v1
2502.02747 v2

Coverage vector

measured 57 of 57 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-09T11:21:17.477311Z

measured 66 of 66 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-09T06:31:02.800959+00:00

measured 9 of 9 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T21:14:05.999890Z

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: arxiv_reference, observed 2026-05-19T23:07:51.160384Z

Reference resolution

57 of 57 outbound references displayed

  • verified exact1
  • verified fuzzy29
  • unresolved27
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 89eec078-8e72-411b-b5a0-49b6cba410d4 · outbound

This paper cites write newline.

PatchPilot: A Cost-Efficient Software Engineering Agent with Early Attempts on Formal Verification write newline

Reference 1

Resolution
unresolved
no resolver link, observed 2026-08-09T11:21:17.216243Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-09T11:21:17.216243Z digest=sha256:445affae854b2167d165d56f0b90e57d2fdbc81b64e3a1e6f59786c3bea33fc1

Observation 47c24c4e-98e6-45a0-a8e2-95b3098c1f35 · outbound

This paper cites GPT-4 Technical Report.

PatchPilot: A Cost-Efficient Software Engineering Agent with Early Attempts on Formal Verification GPT-4 Technical Report

Reference 2

Resolution
unresolved
no resolver link, observed 2026-08-09T11:21:17.222687Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-09T11:21:17.222687Z digest=sha256:9c3d484132bf944884d6267d7869c453a5dc682fdc37b89eeccb8f76775354a0

Observation 6f540bb7-d020-4cca-a400-c3a119a68c4c · outbound

This paper cites and Devanbu, P.

PatchPilot: A Cost-Efficient Software Engineering Agent with Early Attempts on Formal Verification and Devanbu, P

Reference 3

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T11:21:18.550134Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-09T11:21:17.228251Z digest=sha256:4e5346e328ac1db056c7f78f57443fc3558504d1d58da3cc951be6640217accf

Observation 1de59168-e960-479c-b3ed-f6b006954466 · outbound

This paper cites Aider, 2024.

PatchPilot: A Cost-Efficient Software Engineering Agent with Early Attempts on Formal Verification Aider, 2024

Reference 4

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T11:21:18.536573Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-09T11:21:17.233143Z digest=sha256:6b8d4d686d02af3f795cfff2b40282d01094238c9b23dd6c307891255cea48b0

Observation df40cc99-9917-4a10-a198-aa97cb706472 · outbound

This paper cites Amazon q, 2024.

PatchPilot: A Cost-Efficient Software Engineering Agent with Early Attempts on Formal Verification Amazon q, 2024

Reference 5

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T11:21:18.522151Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-09T11:21:17.238017Z digest=sha256:86d598fbb430bf237da4a36c711adf27f0f71f49d28662aaf6489dc3cd5ebb22

Observation d605c6ba-3e03-4f35-a79e-d925916d7788 · outbound

This paper cites Claude family, 2023.

PatchPilot: A Cost-Efficient Software Engineering Agent with Early Attempts on Formal Verification Claude family, 2023

Reference 6

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T11:21:18.508082Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-09T11:21:17.242851Z digest=sha256:2f1d693ee216aaf8e5e483358c3b3842ad6ce49a9f7a097a5a5f7bcc8c8507fb

Observation b39de481-a710-49b9-9978-886f4199d880 · outbound

This paper cites Raising the bar on swe-bench verified with claude 3.5 sonnet, 2024.

PatchPilot: A Cost-Efficient Software Engineering Agent with Early Attempts on Formal Verification Raising the bar on swe-bench verified with claude 3.5 sonnet, 2024

Reference 7

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T11:21:18.493848Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-09T11:21:17.247702Z digest=sha256:5806154434b96a587034d7dfe125d0d4fecba2baa5d394827688e3213ff77a2f

Observation 7d1a01ec-0260-4ffa-b229-d154e8979eb9 · outbound

This paper cites Introducing the next generation of Claude.

PatchPilot: A Cost-Efficient Software Engineering Agent with Early Attempts on Formal Verification Introducing the next generation of Claude

Reference 8

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T11:21:18.479378Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-09T11:21:17.252827Z digest=sha256:0c6cbe13056706604d73ab3598a2e481876ff6d0f7df25adc7df977fe1479f27

Observation 9a45eaaf-9a5e-4593-be7f-c279755ce0ce · outbound

This paper cites SWE-Search: Enhancing Software Agents with Monte Carlo Tree Search and Iterative Refinement.

PatchPilot: A Cost-Efficient Software Engineering Agent with Early Attempts on Formal Verification SWE-Search: Enhancing Software Agents with Monte Carlo Tree Search and Iterative Refinement

Reference 9

Resolution
unresolved
no resolver link, observed 2026-08-09T11:21:17.257076Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-09T11:21:17.257076Z digest=sha256:73f8b8628169ba00a5e28363e0f3d64dc24dcf6713445ab83838d4e491a0770a

Observation 70456649-a2ea-4cca-8c85-ccb2107b4037 · outbound

This paper cites MASAI: Modular Architecture for Software-engineering AI Agents.

PatchPilot: A Cost-Efficient Software Engineering Agent with Early Attempts on Formal Verification MASAI: Modular Architecture for Software-engineering AI Agents

Reference 10

Resolution
unresolved
no resolver link, observed 2026-08-09T11:21:17.261852Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-09T11:21:17.261852Z digest=sha256:6d28a35a5c883174f236a6a846b5084b503703ac59a7039010fa312b6c04dbe9

Observation a4e96ffe-45dc-4c59-9b8b-700964e7e79b · outbound

This paper cites Coder, 2024.

PatchPilot: A Cost-Efficient Software Engineering Agent with Early Attempts on Formal Verification Coder, 2024

Reference 11

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T11:21:18.464985Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-09T11:21:17.267853Z digest=sha256:f168d3524d886e6edfa5045293c4de171fb498a656ca51f2372aa5311f00b286

Observation 9eeb90b6-7601-43cc-826c-6c5f60bbe165 · outbound

This paper cites Codestory midwit agent, 2024.

PatchPilot: A Cost-Efficient Software Engineering Agent with Early Attempts on Formal Verification Codestory midwit agent, 2024

Reference 12

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T11:21:18.449813Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-09T11:21:17.272405Z digest=sha256:10b35c4f2af93e3dd9b027bbb464cee186f8f8e28be9e92dccd4b51767d994c2

Observation 00dd90b5-1c60-40c6-bbcf-5e7c6696de89 · outbound

This paper cites Composio swe-kit, 2024.

PatchPilot: A Cost-Efficient Software Engineering Agent with Early Attempts on Formal Verification Composio swe-kit, 2024

Reference 13

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T11:21:18.431701Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-09T11:21:17.276808Z digest=sha256:8f30079fd9c2bb999c8a8ccfef9010926c101505bedc0263ff64ce40c4b8f26f

Observation b19fe9c2-1407-4b7f-8e32-b245cb271c15 · outbound

This paper cites Fast ML Inference, Simple API.

PatchPilot: A Cost-Efficient Software Engineering Agent with Early Attempts on Formal Verification Fast ML Inference, Simple API

Reference 14

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T11:21:18.411723Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-09T11:21:17.281292Z digest=sha256:2aacba3ffe2706e6f605bc905cf0af8f737c305b3fd0a8ade07b5359ac6569be

Observation 1d22a610-524f-4fa1-abb5-82e8b8968edc · outbound

This paper cites Deepseek-r1 release, 2025.

PatchPilot: A Cost-Efficient Software Engineering Agent with Early Attempts on Formal Verification Deepseek-r1 release, 2025

Reference 15

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T11:21:18.391099Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-09T11:21:17.285604Z digest=sha256:c7ba9650a3f0e053bc86bef7fb4a61baf0f92cfb8a66a9314726dc73af6b0120

Observation 0abb1753-01f4-4dd3-85ba-f2f9ca95f33f · outbound

This paper cites devlo, 2024.

PatchPilot: A Cost-Efficient Software Engineering Agent with Early Attempts on Formal Verification devlo, 2024

Reference 16

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T11:21:18.374311Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-09T11:21:17.289887Z digest=sha256:3fcdc39a69cb39bc4c0b38c740a5c3d2bc842e0f45e634156f4aebd7a2b7dddb

Observation b0e2f9f8-5e3f-424b-890a-bd4a83805408 · outbound

This paper cites Program synthesis using conflict-driven learning.

PatchPilot: A Cost-Efficient Software Engineering Agent with Early Attempts on Formal Verification Program synthesis using conflict-driven learning

Reference 17

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T11:21:18.356591Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-09T11:21:17.294257Z digest=sha256:65fe0ad4941dddb7dcc7e53d8f1706d75923cc2d73aab550450a68d4f24d89de

Observation e750b1c9-827a-45f6-baab-194cd61bdae4 · outbound

This paper cites The fastest and most efficient inference engine to build production-ready, compound AI systems.

PatchPilot: A Cost-Efficient Software Engineering Agent with Early Attempts on Formal Verification The fastest and most efficient inference engine to build production-ready, compound AI systems

Reference 18

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T11:21:18.338737Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-09T11:21:17.298529Z digest=sha256:1c26936aafc801509c2a8aaf24293b54994bee00789599f4bfaa0ba744d1423f

Observation 55cf5d58-fc06-40d5-9eda-2b771c49b4e8 · outbound

This paper cites Automatic software repair: A survey.

PatchPilot: A Cost-Efficient Software Engineering Agent with Early Attempts on Formal Verification Automatic software repair: A survey

Reference 19

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T11:21:18.321638Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-09T11:21:17.303222Z digest=sha256:d389376e3ba49f62a77997de8d53ee375735d56f798cf6a59772562c1b52d33b

Observation cb759659-6ea3-46ce-a086-8709c5d47140 · outbound

This paper cites Text-to-Audio Generation using Instruction-Tuned LLM and Latent Diffusion Model.

PatchPilot: A Cost-Efficient Software Engineering Agent with Early Attempts on Formal Verification Text-to-Audio Generation using Instruction-Tuned LLM and Latent Diffusion Model

Reference 20

Resolution
unresolved
no resolver link, observed 2026-08-09T11:21:17.307566Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-09T11:21:17.307566Z digest=sha256:491a9ac53bf1f3bc4adbb0991b5376e20753aa14bb7161e6b0e0cb421adbd9ce

Observation 34aca49a-c02e-468f-8618-9323267a4961 · outbound

This paper cites Globant code fixer agent, 2024.

PatchPilot: A Cost-Efficient Software Engineering Agent with Early Attempts on Formal Verification Globant code fixer agent, 2024

Reference 21

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T11:21:18.304419Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-09T11:21:17.312150Z digest=sha256:58ca29ca6be325e780011fa9092240cde7fa82961ad6345804bf99d7093b86f3

Observation 656ed949-37d5-4994-970a-f9f359087df3 · outbound

This paper cites gru, 2024.

PatchPilot: A Cost-Efficient Software Engineering Agent with Early Attempts on Formal Verification gru, 2024

Reference 22

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T11:21:18.287666Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-09T11:21:17.316546Z digest=sha256:44b908bc37064ea3f495d799661020ec4357187b7430e5296aedc66baed8faee

Observation c32a9cfe-9105-4443-86d2-dd0bc5c73e22 · outbound

This paper cites Audiogpt: Understanding and generating speech, music, sound, and talking head.

PatchPilot: A Cost-Efficient Software Engineering Agent with Early Attempts on Formal Verification Audiogpt: Understanding and generating speech, music, sound, and talking head

Reference 23

Resolution
unresolved
no resolver link, observed 2026-08-09T11:21:17.320910Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-09T11:21:17.320910Z digest=sha256:3e1c355a83a12aa722ff06f789fd4aa0f57e2e9f78159498c8ecb4d7d4c51f81

Observation 2405a0cb-05a4-40aa-9d08-90412120acc2 · outbound

This paper cites Using safety properties to generate vulnerability patches.

PatchPilot: A Cost-Efficient Software Engineering Agent with Early Attempts on Formal Verification Using safety properties to generate vulnerability patches

Reference 24

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T11:21:18.257923Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-09T11:21:17.325326Z digest=sha256:521245eec5e3d2d51cf4add4a61ea1af97bf1c350097fa9c125ecc2cac9229f8

Observation 2acee472-dfa7-4201-9770-ecc75dfac38d · outbound

This paper cites Ibm research swe-1.0, 2024.

PatchPilot: A Cost-Efficient Software Engineering Agent with Early Attempts on Formal Verification Ibm research swe-1.0, 2024

Reference 25

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T11:21:18.241450Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-09T11:21:17.329869Z digest=sha256:16529d7e1278e2304ec4bc185be6b8c5e06d2735ff166d5111c0bc5af667a8fa

Observation 7d94a61a-27c9-444d-adf5-683ee5d05f73 · outbound

This paper cites Cure: Code-aware neural machine translation for automatic program repair.

PatchPilot: A Cost-Efficient Software Engineering Agent with Early Attempts on Formal Verification Cure: Code-aware neural machine translation for automatic program repair

Reference 26

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T11:21:18.220293Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-09T11:21:17.334292Z digest=sha256:bc54074c2ecd7a7b72ba484cf53893a9e60004ae3a0e18fe72ca918803dc85aa

Observation 46d9cbb1-1d53-4a35-9d78-81db58c147c8 · outbound

This paper cites SWE-bench: Can Language Models Resolve Real-World GitHub Issues?.

PatchPilot: A Cost-Efficient Software Engineering Agent with Early Attempts on Formal Verification SWE-bench: Can Language Models Resolve Real-World GitHub Issues?

Reference 27

Resolution
unresolved
no resolver link, observed 2026-08-09T11:21:17.339077Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-09T11:21:17.339077Z digest=sha256:ee7863ba7f7308551731295b34b5d2b0f84b13cb47193bf98f2ef6c9bea8160c

Observation 7990405a-a1ee-4732-952c-c72a68cd9fe0 · outbound

This paper cites Automatic program repair.

PatchPilot: A Cost-Efficient Software Engineering Agent with Early Attempts on Formal Verification Automatic program repair

Reference 28

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T11:21:18.205530Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-09T11:21:17.344015Z digest=sha256:23da69bbef0774f0240c88f514d5a59625e2c8bbe39b44c6d1e0b3b9c924890c

Observation 6a78aed1-941c-471f-a5b4-6af19b4ed061 · outbound

This paper cites LLM-grounded Video Diffusion Models.

PatchPilot: A Cost-Efficient Software Engineering Agent with Early Attempts on Formal Verification LLM-grounded Video Diffusion Models

Reference 29

Resolution
unresolved
no resolver link, observed 2026-08-09T11:21:17.348606Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-09T11:21:17.348606Z digest=sha256:bc4243ed5f6edb238410a1837259d659656c2b3691937ae6551b0e8fbb398b50

Observation 89399b23-435f-4f10-b8b6-4c8c6e4ef95c · outbound

This paper cites MarsCode Agent: AI-native Automated Bug Fixing.

PatchPilot: A Cost-Efficient Software Engineering Agent with Early Attempts on Formal Verification MarsCode Agent: AI-native Automated Bug Fixing

Reference 30

Resolution
unresolved
no resolver link, observed 2026-08-09T11:21:17.353403Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-09T11:21:17.353403Z digest=sha256:d6aead33c3fc2d0cf0ddba96d2a565b374449c58c8a7d5156c1fc02406d461be

Observation 4eda3c2f-cacc-48da-8981-5c83fb0e7dfa · outbound

This paper cites Lingma SWE-GPT: An Open Development-Process-Centric Language Model for Automated Software Improvement.

PatchPilot: A Cost-Efficient Software Engineering Agent with Early Attempts on Formal Verification Lingma SWE-GPT: An Open Development-Process-Centric Language Model for Automated Software Improvement

Reference 31

Resolution
unresolved
no resolver link, observed 2026-08-09T11:21:17.357957Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-09T11:21:17.357957Z digest=sha256:1a1ec0fbc8cf5b9ded47a345e6771744cd54d4d8885a73bb6d68d2d79f837ab6

Observation 84362c27-24d4-4f43-8db3-3bbddfb34a02 · outbound

This paper cites moatless, 2024.

PatchPilot: A Cost-Efficient Software Engineering Agent with Early Attempts on Formal Verification moatless, 2024

Reference 32

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T11:21:18.191247Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-09T11:21:17.362401Z digest=sha256:564a16f5f2ea2c3f72368e9dfc27887585d3b3ea3624f2b1b795392a870a4092

Observation f8060fc6-4f6a-442a-afd9-440d078136b5 · outbound

This paper cites Automatic software repair: A bibliography.

PatchPilot: A Cost-Efficient Software Engineering Agent with Early Attempts on Formal Verification Automatic software repair: A bibliography

Reference 33

Resolution
unresolved
no resolver link, observed 2026-08-09T11:21:17.366952Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-09T11:21:17.366952Z digest=sha256:13a79e8e7c4d3cbeb737861a8db07b71dbaac3dd651fbd20fcef2d5cb450d75e

Observation a51f48b5-46d3-4257-b3ca-8d41e8bde37f · outbound

This paper cites Hello gpt-4o, 2024 a.

PatchPilot: A Cost-Efficient Software Engineering Agent with Early Attempts on Formal Verification Hello gpt-4o, 2024 a

Reference 34

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T11:21:18.167989Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-09T11:21:17.371143Z digest=sha256:f08f288d5002a8ad508f7266136bae05df953e2686acee41977acf7d14b80630

Observation 58c65a27-040f-405d-a2c8-3b663a9e75e1 · outbound

This paper cites Announcement of openai o3, 2024 b.

PatchPilot: A Cost-Efficient Software Engineering Agent with Early Attempts on Formal Verification Announcement of openai o3, 2024 b

Reference 35

Resolution
verified exact
raw_fallback, observed 2026-08-09T11:21:17.896150Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-09T11:21:17.375683Z digest=sha256:8fc8e601e32e8c570a0dc97bca16db1245c113f3a1ee34b45c52f6935600e52c

Observation 73630733-f42c-4310-ad8f-1a27c50c7b9e · outbound

This paper cites Learning to reason with LLMs.

PatchPilot: A Cost-Efficient Software Engineering Agent with Early Attempts on Formal Verification Learning to reason with LLMs

Reference 36

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T11:21:18.153976Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-09T11:21:17.380022Z digest=sha256:15b9c9a77a14540f5b6f8f40e5377da5e7dc5fb7793acaa169a8b503c0a12df8

Observation 137860d8-537f-4ded-a0ba-03527149111c · outbound

This paper cites RepoGraph: Enhancing AI Software Engineering with Repository-level Code Graph.

PatchPilot: A Cost-Efficient Software Engineering Agent with Early Attempts on Formal Verification RepoGraph: Enhancing AI Software Engineering with Repository-level Code Graph

Reference 37

Resolution
unresolved
no resolver link, observed 2026-08-09T11:21:17.384694Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-09T11:21:17.384694Z digest=sha256:5d897e7fa079c3f866b3bb8ca37f5b23dc08e4722345067e716be7b204036948

Observation 420fffcc-0c6a-48c0-907e-a7c22d5e3d87 · outbound

This paper cites Scikit-learn: Machine learning in python.

PatchPilot: A Cost-Efficient Software Engineering Agent with Early Attempts on Formal Verification Scikit-learn: Machine learning in python

Reference 38

Resolution
unresolved
no resolver link, observed 2026-08-09T11:21:17.389443Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-09T11:21:17.389443Z digest=sha256:a3be41bd3b0a540b2d5379c6c454661200074a4fa299729f778531af1378a991

Observation be11cb0b-b6dc-4bae-bcab-f42e2dcd2589 · outbound

This paper cites E., PourNejatian, N., Costa, A.

PatchPilot: A Cost-Efficient Software Engineering Agent with Early Attempts on Formal Verification E., PourNejatian, N., Costa, A

Reference 39

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T11:21:18.130487Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-09T11:21:17.393878Z digest=sha256:548d583ce16ecb3f7b814fb9b209bcf1a5a9350bd69bf1e971c21934eb0a4951

Observation dc4ec8b6-7ff0-4c9b-8525-b1600f1d9bb6 · outbound

This paper cites Code Llama: Open Foundation Models for Code.

PatchPilot: A Cost-Efficient Software Engineering Agent with Early Attempts on Formal Verification Code Llama: Open Foundation Models for Code

Reference 40

Resolution
unresolved
no resolver link, observed 2026-08-09T11:21:17.398403Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-09T11:21:17.398403Z digest=sha256:d5b8fe79b11c7a6c09cdac498a2fbe04e5699e5a7ff7efe24680c5ad8797941d

Observation 474cbf7b-b174-4e53-966f-ea7ca42c5053 · outbound

This paper cites SpecRover: Code Intent Extraction via LLMs.

PatchPilot: A Cost-Efficient Software Engineering Agent with Early Attempts on Formal Verification SpecRover: Code Intent Extraction via LLMs

Reference 41

Resolution
unresolved
no resolver link, observed 2026-08-09T11:21:17.402967Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-09T11:21:17.402967Z digest=sha256:ea5effc08c2b567de5d4055252ac803e044b0a6c03f02d8d9683dc19e9df8b0d

Observation 07420a5e-2a3e-4593-b2a3-011a5b704502 · outbound

This paper cites Reflexion: Language agents with verbal reinforcement learning.

PatchPilot: A Cost-Efficient Software Engineering Agent with Early Attempts on Formal Verification Reflexion: Language agents with verbal reinforcement learning

Reference 42

Resolution
unresolved
no resolver link, observed 2026-08-09T11:21:17.407808Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-09T11:21:17.407808Z digest=sha256:560e1ce7fafffb8f3e4cc6a70f33ba9a2f795e8c4f474147b18e3f3fc7f0c633

Observation 523125d8-6d72-4177-a6df-b60b9b908b59 · outbound

This paper cites Swe-bench-lite leaderboard, 2023 a.

PatchPilot: A Cost-Efficient Software Engineering Agent with Early Attempts on Formal Verification Swe-bench-lite leaderboard, 2023 a

Reference 43

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T11:21:18.107412Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-09T11:21:17.412855Z digest=sha256:046f516d339004550c53fc9ed706d3bfa4bb6e018caa2b44ba394cd27aeccf41

Observation 7f2b985d-d5bb-451c-8f00-b087c0cc2ce4 · outbound

This paper cites Swe-bench-verified leaderboard, 2023 b.

PatchPilot: A Cost-Efficient Software Engineering Agent with Early Attempts on Formal Verification Swe-bench-verified leaderboard, 2023 b

Reference 44

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T11:21:18.092218Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-09T11:21:17.417232Z digest=sha256:a2e887bda3532fb19bd3780f3733b045b281a6c1ceb67f7ca496be5ad64173ce

Observation 6598b7c9-0fc4-4e97-9fd1-044f90a39cac · outbound

This paper cites MAGIS: LLM-Based Multi-Agent Framework for GitHub Issue Resolution.

PatchPilot: A Cost-Efficient Software Engineering Agent with Early Attempts on Formal Verification MAGIS: LLM-Based Multi-Agent Framework for GitHub Issue Resolution

Reference 45

Resolution
unresolved
no resolver link, observed 2026-08-09T11:21:17.421566Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-09T11:21:17.421566Z digest=sha256:2d7b987ba9ff8480110232232e3b3544082bfaf42039d2c52610c3967f904706

Observation 93298c4a-8a7f-486e-82d6-3b5453eadfd1 · outbound

This paper cites Gemini: A Family of Highly Capable Multimodal Models.

PatchPilot: A Cost-Efficient Software Engineering Agent with Early Attempts on Formal Verification Gemini: A Family of Highly Capable Multimodal Models

Reference 46

Resolution
unresolved
no resolver link, observed 2026-08-09T11:21:17.426464Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-09T11:21:17.426464Z digest=sha256:d2865ae6034e8f9773af7486c3fd2625785a14215a32f881c147b325d04b6a91

Observation a4ed422e-794e-4ec6-bc84-6d36ce7019db · outbound

This paper cites The AI Acceleration AccelerationCloud.

PatchPilot: A Cost-Efficient Software Engineering Agent with Early Attempts on Formal Verification The AI Acceleration AccelerationCloud

Reference 47

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T11:21:18.077534Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-09T11:21:17.430886Z digest=sha256:f01bbf56d6b0af35ad5a050679b54b9cbfa7bdbcb9334742b9af41b1d23356a0

Observation 2b4ce773-fedd-4069-ad5b-4ad2e96447c8 · outbound

This paper cites an unresolved cited work.

PatchPilot: A Cost-Efficient Software Engineering Agent with Early Attempts on Formal Verification Unresolved cited work

Reference 48

Resolution
unresolved
raw_fallback, observed 2026-08-09T11:21:18.062318Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-09T11:21:17.435331Z digest=sha256:727376ac5d96006d8d96bbb85870b30c19e6e027839faedd13aaf0e35eec3c39

Observation 9e63fe8e-4990-4c63-a039-a30729d92c26 · outbound

This paper cites Executable Code Actions Elicit Better LLM Agents.

PatchPilot: A Cost-Efficient Software Engineering Agent with Early Attempts on Formal Verification Executable Code Actions Elicit Better LLM Agents

Reference 49

Resolution
unresolved
no resolver link, observed 2026-08-09T11:21:17.440066Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-09T11:21:17.440066Z digest=sha256:ae6bdcfe52f369ca813b9f4b4553c60f18145a46073aa5e0547c89c88852df7d

Observation ef808c29-221e-4582-ac99-4e4a92474b15 · outbound

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

PatchPilot: A Cost-Efficient Software Engineering Agent with Early Attempts on Formal Verification OpenHands: An Open Platform for AI Software Developers as Generalist Agents

Reference 50

Resolution
unresolved
no resolver link, observed 2026-08-09T11:21:17.444550Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-09T11:21:17.444550Z digest=sha256:781efdefad2ad6c220292382fe7fafebdae7dc74917be0751a499488f27e7978

Observation d49670a9-f71e-45b8-af68-656dc0cfd503 · outbound

This paper cites V., Zhou, D., et al.

PatchPilot: A Cost-Efficient Software Engineering Agent with Early Attempts on Formal Verification V., Zhou, D., et al

Reference 51

Resolution
unresolved
no resolver link, observed 2026-08-09T11:21:17.449698Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-09T11:21:17.449698Z digest=sha256:f0851a60fe8d6c5ee0fc65482b723d36aa7f9619720bb11c5199ca2d5faa3060

Observation 31868232-ad51-4a4e-b2f1-494b8fc842b1 · outbound

This paper cites Agentless: Demystifying LLM-based Software Engineering Agents.

PatchPilot: A Cost-Efficient Software Engineering Agent with Early Attempts on Formal Verification Agentless: Demystifying LLM-based Software Engineering Agents

Reference 52

Resolution
unresolved
no resolver link, observed 2026-08-09T11:21:17.454490Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-09T11:21:17.454490Z digest=sha256:6242314e5f742794e33ba3cdce5827e6f55ffbc3036313815d15c1fd12b97473

Observation 9685f995-5df9-4c41-8041-b23a4b5a9a3a · outbound

This paper cites SWE-agent: Agent-Computer Interfaces Enable Automated Software Engineering.

PatchPilot: A Cost-Efficient Software Engineering Agent with Early Attempts on Formal Verification SWE-agent: Agent-Computer Interfaces Enable Automated Software Engineering

Reference 53

Resolution
unresolved
no resolver link, observed 2026-08-09T11:21:17.459271Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-09T11:21:17.459271Z digest=sha256:5f8721ffdc75ca6ae7b872d3a1cb85a9e71df475568dbbae29b32dabb4f38b6b

Observation 505e5ee6-25c6-4865-9b88-5303b856dbdd · outbound

This paper cites Buffer of Thoughts: Thought-Augmented Reasoning with Large Language Models.

PatchPilot: A Cost-Efficient Software Engineering Agent with Early Attempts on Formal Verification Buffer of Thoughts: Thought-Augmented Reasoning with Large Language Models

Reference 54

Resolution
unresolved
no resolver link, observed 2026-08-09T11:21:17.464222Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-09T11:21:17.464222Z digest=sha256:98eb7a1ad9b6f4d790ae586d20f6b10a98ce10b43b03cb109c56e9e79d3f7a39

Observation 29cb7498-30cc-4164-be0b-e870e25cb566 · outbound

This paper cites Tree of thoughts: Deliberate problem solving with large language models.

PatchPilot: A Cost-Efficient Software Engineering Agent with Early Attempts on Formal Verification Tree of thoughts: Deliberate problem solving with large language models

Reference 55

Resolution
unresolved
no resolver link, observed 2026-08-09T11:21:17.468682Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-09T11:21:17.468682Z digest=sha256:b1e12a3d027b73ade1b04dd5191ad7ff960a0ed479e6a268809f3b73d0662005

Observation 619bbcc1-e342-4124-a8cd-2923f758e92c · outbound

This paper cites Autocoderover: Autonomous program improvement.

PatchPilot: A Cost-Efficient Software Engineering Agent with Early Attempts on Formal Verification Autocoderover: Autonomous program improvement

Reference 56

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T11:21:18.030876Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-09T11:21:17.472987Z digest=sha256:73606ba05a39c7790900cb45a760cb8183eccee5cf6e94d3b50cad8e0ff8fcb0

Observation dcf07e93-c634-401a-b488-7a077f610570 · outbound

This paper cites DeepSeek-Coder-V2: Breaking the Barrier of Closed-Source Models in Code Intelligence.

PatchPilot: A Cost-Efficient Software Engineering Agent with Early Attempts on Formal Verification DeepSeek-Coder-V2: Breaking the Barrier of Closed-Source Models in Code Intelligence

Reference 57

Resolution
unresolved
no resolver link, observed 2026-08-09T11:21:17.477311Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-09T11:21:17.477311Z digest=sha256:2fc30eb14414b730500295052ba1f98e1dd3a49c152f14ce82e9b04047b336af

Pith citing papers

Observation 57a609ad-7ea0-4894-ab72-690c111b1869 · inbound

EXPEREPAIR: Dual-Memory Enhanced LLM-based Repository-Level Program Repair cites this paper.

EXPEREPAIR: Dual-Memory Enhanced LLM-based Repository-Level Program Repair PatchPilot: A Cost-Efficient Software Engineering Agent with Early Attempts on Formal Verification

Reference 19

Resolution
verified exact
arxiv_id, observed 2026-05-19T10:12:14.569491Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-05-19T10:09:12.728623Z digest=sha256:075da85a1ae9ecb7536ca7b957654cd605b496c2512995db7f01980dc3306935

Observation 690e6952-9764-4afe-9356-db71c912281a · inbound

One Tool Is Enough: Reinforcement Learning for Repository-Level LLM Agents cites this paper.

One Tool Is Enough: Reinforcement Learning for Repository-Level LLM Agents PatchPilot: A Cost-Efficient Software Engineering Agent with Early Attempts on Formal Verification

Reference 2000

Resolution
unresolved
no resolver link, observed 2026-08-03T14:20:31.256049Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T14:20:31.256049Z digest=sha256:8829f79cb5bceeed82eafad8429d0e6763670a890074ca7576cff0a5eec4b4eb

Observation 901e2f40-084f-41bf-ba21-8782d41ebf12 · inbound

Bias in the Loop: Auditing LLM-as-a-Judge for Software Engineering cites this paper.

Bias in the Loop: Auditing LLM-as-a-Judge for Software Engineering PatchPilot: A Cost-Efficient Software Engineering Agent with Early Attempts on Formal Verification

Reference 17

Resolution
verified exact
arxiv_id, observed 2026-05-10T07:32:00.317842Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-05-10T07:29:03.994957Z digest=sha256:f9f3226d3a449163a4594ca7da7cacebc82bf1bf36fc4a0b195a3e25287367bb

Observation 803db083-3106-4ce6-8e96-0336fe87722d · inbound

Empowering Autonomous Debugging Agents with Efficient Dynamic Analysis cites this paper.

Empowering Autonomous Debugging Agents with Efficient Dynamic Analysis PatchPilot: A Cost-Efficient Software Engineering Agent with Early Attempts on Formal Verification

Reference 30

Resolution
verified exact
arxiv_id, observed 2026-05-11T22:06:30.536140Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-05-08T03:21:16.214075Z digest=sha256:6924b08039f2de34a311213149c579119d088ceffef15cb2a8f49cff633e3781

Observation e3d72b83-0560-4bfe-b785-48c0c43fbd6b · inbound

MemRepair: Hierarchical Memory for Agentic Repository-Level Vulnerability Repair cites this paper.

MemRepair: Hierarchical Memory for Agentic Repository-Level Vulnerability Repair PatchPilot: A Cost-Efficient Software Engineering Agent with Early Attempts on Formal Verification

Reference 24

Resolution
verified exact
arxiv_id, observed 2026-05-19T23:07:51.162098Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-05-19T23:06:05.988893Z digest=sha256:f00b48c073ca15533c76235c74e72055f6eef46d6999af71cf6dd9c9e2161fc6

Observation 1fe1483f-f272-4b4a-a789-2d04992c63f8 · inbound

Malaika: Understanding Malware through Tri-Grounded Agentic Reasoning cites this paper.

Malaika: Understanding Malware through Tri-Grounded Agentic Reasoning PatchPilot: A Cost-Efficient Software Engineering Agent with Early Attempts on Formal Verification

Reference 42

Resolution
unresolved
no resolver link, observed 2026-07-13T04:53:04.033865Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-13T04:53:04.033865Z digest=sha256:f79856819d08215ef85f83585682c00077d422a35bef7eb19728c0938cf33300

Observation 6aaf9e4b-ad4d-4e19-bcd2-6d185ac54f55 · inbound

FirmPilot: Evidence-Guided Multi-Agent Environment Recovery for IoT Firmware Rehosting cites this paper.

FirmPilot: Evidence-Guided Multi-Agent Environment Recovery for IoT Firmware Rehosting PatchPilot: A Cost-Efficient Software Engineering Agent with Early Attempts on Formal Verification

Reference 39

Resolution
unresolved
no resolver link, observed 2026-08-02T00:47:28.223162Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T00:47:28.223162Z digest=sha256:b630252a3bf3226168f09a4a83b18f30f22413659078d6212cf3fca58931e7ea

Observation eb6c30b8-e28e-4318-9ed7-71e873fc41f4 · inbound

IssueExec: A Test-Driven Approach for Localizing Software Engineering Issues cites this paper.

IssueExec: A Test-Driven Approach for Localizing Software Engineering Issues PatchPilot: A Cost-Efficient Software Engineering Agent with Early Attempts on Formal Verification

Reference 32

Resolution
unresolved
no resolver link, observed 2026-08-01T18:36:14.764792Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-01T18:36:14.764792Z digest=sha256:bfa58b024ab59f39afe9eb314ca59fff1c51e57c26681a835c2dd08a0262493d

Observation 1c1282ec-0ec2-4234-b83e-362b0882c116 · inbound

Escaping the Self-Repair Trap: Improving Test Oracle Generation via Dual-Context Awareness cites this paper.

Escaping the Self-Repair Trap: Improving Test Oracle Generation via Dual-Context Awareness PatchPilot: A Cost-Efficient Software Engineering Agent with Early Attempts on Formal Verification

Reference 29

Resolution
unresolved
no resolver link, observed 2026-08-07T21:14:05.999890Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T21:14:05.999890Z digest=sha256:dbe12ba5f7b3e3647ab811547b6e8417ca8255e52daba6d8fa7b0043b3e32eac