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Paper Citation Record · LEDGER

MarsCode Agent: AI-native Automated Bug Fixing

As of 21 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 35 inbound Pith citation observations for arXiv:2409.00899.

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

pith.paper-citation-record.v1
2409.00899 v2

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 35 of 35 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-20T06:33:59.587034+00:00

measured 35 of 35 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-16T05:34:33.125442Z

measured 1 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-08-05T02:28:24.338817Z

Reference resolution

0 of 0 outbound references displayed

  • verified exact0
  • verified fuzzy0
  • unresolved0
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

3
arxiv_reference, observed 2026-08-05T02:28:24.338817Z

Outbound references

No outbound reference observations are available for this paper version.

Pith citing papers

Observation 048a3217-a61b-40e6-8380-42723c5627a4 · inbound

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

Agentless: Demystifying LLM-based Software Engineering Agents MarsCode Agent: AI-native Automated Bug Fixing

Reference 60

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verified exact
arxiv_id, observed 2026-05-12T05:12:22.349851Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-05-12T05:12:22.013365Z digest=sha256:113bffa0a79b1f17dd6276746e87a95cc62de2e251918a0a4ea351049fc8fd4b

Observation 744748d7-4b1f-4ad3-841a-69b3efbcf34f · inbound

LLMs as Continuous Learners: Improving the Reproduction of Defective Code in Software Issues cites this paper.

LLMs as Continuous Learners: Improving the Reproduction of Defective Code in Software Issues MarsCode Agent: AI-native Automated Bug Fixing

Reference 24

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no resolver link, observed 2026-08-12T15:46:56.265791Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T15:46:56.265791Z digest=sha256:190255d0f0ca112e62801c8e4388d0fe6c10c9ee04571af7b22c62c963cd3a98

Observation 6698f7bb-ef07-41f7-8d05-a13a200bc149 · inbound

AEGIS: An Agent-based Framework for General Bug Reproduction from Issue Descriptions cites this paper.

AEGIS: An Agent-based Framework for General Bug Reproduction from Issue Descriptions MarsCode Agent: AI-native Automated Bug Fixing

Reference 27

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no resolver link, observed 2026-08-12T11:41:01.454393Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T11:41:01.454393Z digest=sha256:84a262aa8120c7035581b5d994946a1232425849a68c832621629210fb0fbfcd

Observation 31f7ff52-f071-4e90-a145-3178924804fd · inbound

A Real-World Benchmark for Evaluating Fine-Grained Issue Solving Capabilities of Large Language Models cites this paper.

A Real-World Benchmark for Evaluating Fine-Grained Issue Solving Capabilities of Large Language Models MarsCode Agent: AI-native Automated Bug Fixing

Reference 25

Resolution
unresolved
no resolver link, observed 2026-08-12T11:39:33.769898Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T11:39:33.769898Z digest=sha256:cf3859350685b829a6d67352c5bb396edf4b94f607a57252a50d9b148f33ffe5

Observation 37bfd744-6dad-4e42-9fd0-31a3c3b9c755 · inbound

DialogAgent: An Auto-engagement Agent for Code Question Answering Data Production cites this paper.

DialogAgent: An Auto-engagement Agent for Code Question Answering Data Production MarsCode Agent: AI-native Automated Bug Fixing

Reference 5

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unresolved
no resolver link, observed 2026-08-11T18:19:43.631836Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T18:19:43.631836Z digest=sha256:bd91fe31da4f112bf7364fbd2d72ec8771015ffdd8265ce8d07db95a5ca4c4b9

Observation e0e3bef5-303d-4f4d-a9aa-1a3ec56d22e4 · inbound

You Name It, I Run It: An LLM Agent to Execute Tests of Arbitrary Projects cites this paper.

You Name It, I Run It: An LLM Agent to Execute Tests of Arbitrary Projects MarsCode Agent: AI-native Automated Bug Fixing

Reference 20

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unresolved
no resolver link, observed 2026-08-11T16:23:10.184274Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T16:23:10.184274Z digest=sha256:25f581696977da88cf81f220859e47a60deab8419a05e85a499c56d34dd219db

Observation ff3117e9-b79b-44c2-b873-ab58d8370b06 · inbound

CodeRepoQA: A Large-scale Benchmark for Software Engineering Question Answering cites this paper.

CodeRepoQA: A Large-scale Benchmark for Software Engineering Question Answering MarsCode Agent: AI-native Automated Bug Fixing

Reference 2024

Resolution
unresolved
no resolver link, observed 2026-08-11T11:57:50.927150Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T11:57:50.927150Z digest=sha256:610a5601961121b7e8ba09a5d6ba74ce6c7e42e774d093eddc9c2a7c24cb3d69

Observation de9cd63a-6765-486f-852d-f535397665aa · inbound

Evaluating Agent-based Program Repair at Google cites this paper.

Evaluating Agent-based Program Repair at Google MarsCode Agent: AI-native Automated Bug Fixing

Reference 9

Resolution
unresolved
no resolver link, observed 2026-08-10T20:42:02.191985Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T20:42:02.191985Z digest=sha256:0c4f8e723c80ceb62cdf4e96e8b22347dfa0eaf07dbb09206e97d38a94f439b5

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

PatchPilot: A Cost-Efficient Software Engineering Agent with Early Attempts on Formal Verification cites this paper.

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=sha256:3582944fff23634cde9b39ca740c5d2281d5a58ba9cc30e31771647fdd3ac844

Observation 9f775668-2946-425f-9ed0-16874ed723d8 · inbound

The Danger of Overthinking: Examining the Reasoning-Action Dilemma in Agentic Tasks cites this paper.

The Danger of Overthinking: Examining the Reasoning-Action Dilemma in Agentic Tasks MarsCode Agent: AI-native Automated Bug Fixing

Reference 21

Resolution
unresolved
no resolver link, observed 2026-08-08T06:00:32.264004Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-08T06:00:32.264004Z digest=sha256:fa849422390512c179ffd7c9b8634dee8a4d9560419ee1854eb68a0fcaa2ee11

Observation 467c48af-8f79-4006-aeb5-8c4bde53c655 · inbound

Empirical Research on Utilizing LLM-based Agents for Automated Bug Fixing via LangGraph cites this paper.

Empirical Research on Utilizing LLM-based Agents for Automated Bug Fixing via LangGraph MarsCode Agent: AI-native Automated Bug Fixing

Reference 4

Resolution
unresolved
no resolver link, observed 2026-08-10T04:37:16.661394Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-10T04:37:16.661394Z digest=sha256:8c7283d7dc78da5dac4912bbe372a9660cccc9937e103e54d27cec3bbf8091a6

Observation 6b9066b4-29e5-4f4a-a235-a4159a7f3345 · inbound

Beyond Final Code: A Process-Oriented Error Analysis of Software Development Agents in Real-World GitHub Scenarios cites this paper.

Beyond Final Code: A Process-Oriented Error Analysis of Software Development Agents in Real-World GitHub Scenarios MarsCode Agent: AI-native Automated Bug Fixing

Reference 37

Resolution
verified exact
arxiv_id, observed 2026-05-23T00:52:19.386780Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-05-23T00:50:05.344148Z digest=sha256:7d49ec42bcaf74f56be8f6b32dee8ef4bede41ff66fde71dd2376e4e8d29c857

Observation 17a63ce0-a672-4904-95e3-b68df3b8ae14 · inbound

kAgent: An execution-guided crash resolution agent for the Linux kernel cites this paper.

kAgent: An execution-guided crash resolution agent for the Linux kernel MarsCode Agent: AI-native Automated Bug Fixing

Reference 38

Resolution
unresolved
no resolver link, observed 2026-08-16T05:34:33.125442Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T05:34:33.125442Z digest=sha256:e6ed2734f9ea73e5ab5104a573912de3b9282ff17f5eb3c4375fed25a22b3354

Observation 90c91314-a209-47f2-b535-54f1512ad01b · inbound

CompileAgent: Automated Real-World Repo-Level Compilation with Tool-Integrated LLM-based Agent System cites this paper.

CompileAgent: Automated Real-World Repo-Level Compilation with Tool-Integrated LLM-based Agent System MarsCode Agent: AI-native Automated Bug Fixing

Reference 18

Resolution
unresolved
no resolver link, observed 2026-08-15T23:37:02.785485Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T23:37:02.785485Z digest=sha256:44e97e35c9cec5fa902270c179fa84607151398c63abb02ce8337f1a5ddeb437

Observation 573e3a67-ab3b-4a30-91b7-83cf5a8afb6e · inbound

OmniGIRL: A Multilingual and Multimodal Benchmark for GitHub Issue Resolution cites this paper.

OmniGIRL: A Multilingual and Multimodal Benchmark for GitHub Issue Resolution MarsCode Agent: AI-native Automated Bug Fixing

Reference 31

Resolution
unresolved
no resolver link, observed 2026-08-15T23:27:58.355877Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T23:27:58.355877Z digest=sha256:144006345e8204c33c952a9323c50a658f4705cffade4abf5d2bc12817da7699

Observation 9fcd9956-69b8-42e5-8fb7-642b93f2fb9e · inbound

SafeGenBench: A Benchmark Framework for Security Vulnerability Detection in LLM-Generated Code cites this paper.

SafeGenBench: A Benchmark Framework for Security Vulnerability Detection in LLM-Generated Code MarsCode Agent: AI-native Automated Bug Fixing

Reference 26

Resolution
unresolved
no resolver link, observed 2026-08-07T10:22:11.875131Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T10:22:11.875131Z digest=sha256:3e9b6f6c686514c62d8c1a8978097b80700f6dea36b2e2934fd82e7e4da264ab

Observation 88fe5527-8848-4bbc-a729-56a02d93348e · inbound

Seeing is Fixing: Cross-Modal Reasoning with Multimodal LLMs for Visual Software Issue Fixing cites this paper.

Seeing is Fixing: Cross-Modal Reasoning with Multimodal LLMs for Visual Software Issue Fixing MarsCode Agent: AI-native Automated Bug Fixing

Reference 86

Resolution
unresolved
no resolver link, observed 2026-08-06T23:49:32.593058Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T23:49:32.593058Z digest=sha256:7c7a767b5a19ddc140a40f1a3ab05bdfad021e87a6b69eb2f68b9af5722bb7f4

Observation f6d77353-5795-4648-a4f1-856bfeea8a29 · inbound

Aime: Towards Fully-Autonomous Multi-Agent Framework cites this paper.

Aime: Towards Fully-Autonomous Multi-Agent Framework MarsCode Agent: AI-native Automated Bug Fixing

Reference 9

Resolution
unresolved
no resolver link, observed 2026-08-06T16:59:40.382661Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T16:59:40.382661Z digest=sha256:1a5fa37dcb4782dc8a82bae06d930dca2e13a2f3a1a70d2de85ba25ca17c0f28

Observation 5b278d2b-6d12-4288-acdc-5eea57baa779 · inbound

Agentic Program Repair from Test Failures at Scale: A Neuro-symbolic approach with static analysis and test execution feedback cites this paper.

Agentic Program Repair from Test Failures at Scale: A Neuro-symbolic approach with static analysis and test execution feedback MarsCode Agent: AI-native Automated Bug Fixing

Reference 29

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unresolved
no resolver link, observed 2026-08-06T14:37:18.233741Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T14:37:18.233741Z digest=sha256:ca9007470e66e914de0ac28a91ad261b28d9bd17e0b21ad7068dae0ed2e7cdb4

Observation 3aae2c0c-641c-4d24-a968-d8fba1cd61ee · inbound

SWE-Debate: Competitive Multi-Agent Debate for Software Issue Resolution cites this paper.

SWE-Debate: Competitive Multi-Agent Debate for Software Issue Resolution MarsCode Agent: AI-native Automated Bug Fixing

Reference 18

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unresolved
no resolver link, observed 2026-08-06T10:55:23.795602Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T10:55:23.795602Z digest=sha256:183e384b8c09443e8cd75ee62f595337c927f84e863cdd5eee80736759880685

Observation 6b8af503-b7ef-4463-be2c-b256bab10bfa · inbound

Trae Agent: An LLM-based Agent for Software Engineering with Test-time Scaling cites this paper.

Trae Agent: An LLM-based Agent for Software Engineering with Test-time Scaling MarsCode Agent: AI-native Automated Bug Fixing

Reference 2025

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unresolved
no resolver link, observed 2026-08-06T10:53:18.498599Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T10:53:18.498599Z digest=sha256:853e762287ea079098e448a61becf33221ef22d5407efaf62fcc98335ab00cdf

Observation 3e6da809-95e1-4ae4-a7d4-b42b71e276e3 · inbound

Git Context Controller: Manage the Context of LLM-based Agents like Git cites this paper.

Git Context Controller: Manage the Context of LLM-based Agents like Git MarsCode Agent: AI-native Automated Bug Fixing

Reference 9

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unresolved
no resolver link, observed 2026-08-06T11:42:25.079917Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T11:42:25.079917Z digest=sha256:7759d5bff4a0c8c88a167f3d07390fd4ede85f449ca38cf3b3a5a60b974a58b8

Observation 8aa8365b-eb61-46c8-b6ee-a451620c4b9c · inbound

Exploring Autonomous Agents: A Closer Look at Why They Fail When Completing Tasks cites this paper.

Exploring Autonomous Agents: A Closer Look at Why They Fail When Completing Tasks MarsCode Agent: AI-native Automated Bug Fixing

Reference 16

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no resolver link, observed 2026-08-15T17:19:51.806704Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T17:19:51.806704Z digest=sha256:124991508347a0d345fdfa34b3b7ef4fad4dab51d936aeb4c2a78d45e2fc4278

Observation 5dda822d-9d26-47e2-ba69-9902fa7a038d · inbound

Beyond Accuracy: Behavioral Dynamics of Agentic Multi-Hunk Repair cites this paper.

Beyond Accuracy: Behavioral Dynamics of Agentic Multi-Hunk Repair MarsCode Agent: AI-native Automated Bug Fixing

Reference 16

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unresolved
no resolver link, observed 2026-08-03T22:21:20.693633Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T22:21:20.693633Z digest=sha256:c6e13f681c4776e982e2840858590af7c21cc1593cc70912f9ea42bfa20e2c39

Observation b54c84f8-9b63-42e2-8645-401bb81f1c61 · 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 MarsCode Agent: AI-native Automated Bug Fixing

Reference 14

Resolution
unresolved
no resolver link, observed 2026-08-03T14:20:31.269578Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T14:20:31.269578Z digest=sha256:265b8735f40800f92f3999a59c1e6ad16146fafdf46d1f973294c87c44726a22

Observation beacd5c3-d012-4272-8e5a-b227de1c1320 · inbound

AgenticSZZ: Temporal Knowledge Graph-Guided Agentic Bug-Inducing Commit Identification cites this paper.

AgenticSZZ: Temporal Knowledge Graph-Guided Agentic Bug-Inducing Commit Identification MarsCode Agent: AI-native Automated Bug Fixing

Reference 24

Resolution
verified exact
arxiv_id, observed 2026-05-16T08:27:36.398079Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-05-16T08:25:59.552687Z digest=sha256:706b30fa88e232e7cc01afa7dcb0d227ec6e32e64f12c866670c5cadd6dc775b

Observation f9a52d28-d213-4008-b87b-44acfc35e585 · inbound

Rethinking the Value of Agent-Generated Tests for LLM-Based Software Engineering Agents cites this paper.

Rethinking the Value of Agent-Generated Tests for LLM-Based Software Engineering Agents MarsCode Agent: AI-native Automated Bug Fixing

Reference 28

Resolution
verified exact
arxiv_id, observed 2026-05-16T06:37:28.441304Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-05-16T06:36:06.214753Z digest=sha256:d5bf8e5c1016c1c78555b0254f6046248c0ee96c06b4c213ad572e1b3ffda827

Observation 4fdfb82b-c8a6-4753-afac-ec1b2f41f0ce · inbound

LLM+Graph@VLDB'2025 Workshop Summary cites this paper.

LLM+Graph@VLDB'2025 Workshop Summary MarsCode Agent: AI-native Automated Bug Fixing

Reference 24

Resolution
verified exact
arxiv_id, observed 2026-05-13T18:48:07.984536Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-05-13T18:45:16.798844Z digest=sha256:e0dd0c8547e0a6c2fea796a5bd1c85ea1d1f7f1a087d4429c56a7529deef3f5d

Observation d40e85e2-0cc4-4261-af4f-f55fe28d978b · inbound

Beyond Fixed Tests: Repository-Level Issue Resolution as Coevolution of Code and Behavioral Constraints cites this paper.

Beyond Fixed Tests: Repository-Level Issue Resolution as Coevolution of Code and Behavioral Constraints MarsCode Agent: AI-native Automated Bug Fixing

Reference 29

Resolution
verified exact
arxiv_id, observed 2026-05-10T22:10:47.884884Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-05-10T20:12:53.062214Z digest=sha256:8a215c845921f709de4c415ea9519e46e615948ac5c9398cf2d46320629f5065

Observation 1070f78e-efba-4a57-9983-9a971615d996 · inbound

Evaluating LLM Agents on Automated Software Analysis Tasks cites this paper.

Evaluating LLM Agents on Automated Software Analysis Tasks MarsCode Agent: AI-native Automated Bug Fixing

Reference 38

Resolution
verified exact
arxiv_id, observed 2026-05-11T08:26:01.392074Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-05-10T16:38:12.144252Z digest=sha256:a8d00c3bb61c2eb0204ca843f699d186467e713ac550472bad2fc846809cb075

Observation a6bbe001-3dca-4f1f-b222-5eb992d7425a · inbound

Evaluating LLM Agents on Automated Software Analysis Tasks cites this paper.

Evaluating LLM Agents on Automated Software Analysis Tasks MarsCode Agent: AI-native Automated Bug Fixing

Reference 2024

Resolution
unresolved
no resolver link, observed 2026-08-02T16:27:44.205709Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T16:27:44.205709Z digest=sha256:2a0fea889929ee1a5e9542339b4d883e0daf9c1b2041293602fe42e3c10de223

Observation 9bbc2d10-c12b-4ba9-885f-2e961f623735 · inbound

LLM-Based Automated Diagnosis Of Integration Test Failures At Google cites this paper.

LLM-Based Automated Diagnosis Of Integration Test Failures At Google MarsCode Agent: AI-native Automated Bug Fixing

Reference 28

Resolution
verified exact
arxiv_id, observed 2026-05-11T10:16:05.348166Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-05-10T15:34:23.156175Z digest=sha256:7a6a8111d5da7e1e00b0864eb160bf0c8e9af6bef1aebe6da449ab3ad7f39cf2

Observation 55254711-2684-4f58-ab49-f58804b11d90 · inbound

Learning Project-wise Subsequent Code Edits via Interleaving Neural-based Induction and Tool-based Deduction cites this paper.

Learning Project-wise Subsequent Code Edits via Interleaving Neural-based Induction and Tool-based Deduction MarsCode Agent: AI-native Automated Bug Fixing

Reference 72

Resolution
verified exact
arxiv_id, observed 2026-05-11T11:11:05.106815Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-05-10T15:06:56.616089Z digest=sha256:d2ac9842a2338a3391d1562671e47b2665aa75790131b81897c927328ef119f2

Observation 764a0942-b80b-47c3-8e18-5be097d0f766 · inbound

EviACT: An Evidence-to-Action Framework for Agentic Program Repair cites this paper.

EviACT: An Evidence-to-Action Framework for Agentic Program Repair MarsCode Agent: AI-native Automated Bug Fixing

Reference 1

Resolution
metadata mismatch
arxiv_id, observed 2026-06-29T15:43:32.808889Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-06-29T15:36:43.516250Z digest=sha256:3a4a7e16a2f55062a73ef376c86d96ba4103059d5f64f7d5212de45684ccbd98

Observation f9d5b198-f045-4604-87b5-6d79d5cca4e7 · inbound

MultiFixer: A Coordinator-Proposer Based Multi-Agent Framework For Fixing Multi-Hunk Bugs cites this paper.

MultiFixer: A Coordinator-Proposer Based Multi-Agent Framework For Fixing Multi-Hunk Bugs MarsCode Agent: AI-native Automated Bug Fixing

Reference 28

Resolution
unresolved
no resolver link, observed 2026-08-01T12:47:00.363813Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-01T12:47:00.363813Z digest=sha256:cc7fa8b4d859bd234df4c8cfb671a7e173a2717ef2e695da2d8ce125be611883