Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-05T19:47:59.194199Z
Paper Citation Record · LEDGER
As of 8 August 2026, this Paper Citation Record lists 92 of 92 outbound references and 0 inbound Pith citation observations for arXiv:2608.03392.
A citation records a reference. It does not transfer a finding from one paper to another.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-05T19:47:59.194199Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links
A source-named dated measurement, never combined with another source.
Source: cited_works
92 of 92 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 0ac2de13-e0b3-41b9-a735-8d6aa3f42cf1 · outbound
Self-Evolving Coding Agents SWE-bench: Can Language Models Resolve Real-World GitHub Issues?
Reference 1
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4617f2b1-0f95-4f7d-b099-a3611a8f474a · outbound
Self-Evolving Coding Agents SWE-agent: Agent-Computer Interfaces Enable Automated Software Engineering
Reference 2
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 12e2f8e4-4ca7-4362-ae98-f3b6ce412a13 · outbound
Self-Evolving Coding Agents OpenHands: An Open Platform for AI Software Developers as Generalist Agents
Reference 3
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 581abf76-66b5-4798-87bb-0ce14489bae0 · outbound
Self-Evolving Coding Agents ChatDev: Communicative Agents for Software Development
Reference 4
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b06294c3-7dbf-44fc-86af-02a47527f889 · outbound
Self-Evolving Coding Agents 2023 , eprint =
Reference 5
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 01d3d1ec-5819-4eb2-a2f9-68c95113c2dd · outbound
Self-Evolving Coding Agents AgentCoder: Multi-Agent-based Code Generation with Iterative Testing and Optimisation
Reference 6
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 85055735-ad0a-4e3a-bde1-4cb7110acc4c · outbound
Self-Evolving Coding Agents AutoDev: Automated AI-Driven Development
Reference 7
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 23358e38-38b8-4888-9a05-e50854fee7a1 · outbound
Self-Evolving Coding Agents AutoCodeRover: Autonomous Program Improvement
Reference 8
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c06dce41-42c6-474a-8a63-3a5aeefe9f07 · outbound
Self-Evolving Coding Agents RepairAgent: An Autonomous, LLM-Based Agent for Program Repair
Reference 9
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e8ef50c0-c9d4-4b2d-86ab-703bb5be8d89 · outbound
Self-Evolving Coding Agents MASAI: Modular Architecture for Software-engineering AI Agents
Reference 10
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 74563f3b-f832-4922-995c-16aad0bc7107 · outbound
Self-Evolving Coding Agents CodeR: Issue Resolving with Multi-Agent and Task Graphs
Reference 11
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 11bdf110-8927-4e64-a245-accde39e2d17 · outbound
Self-Evolving Coding Agents SpecRover: Code Intent Extraction via LLMs
Reference 12
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9a4f3609-ce56-4d68-9543-2d6a69c090e0 · outbound
Self-Evolving Coding Agents Agentless: Demystifying LLM-based Software Engineering Agents
Reference 13
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 51d83590-91a5-4181-958a-a72da5d6fa9b · outbound
Self-Evolving Coding Agents 2024 , eprint =
Reference 14
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 92d544df-0e33-45d6-8909-e923f0f35f80 · outbound
Self-Evolving Coding Agents Unresolved cited work
Reference 15
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c9dc7d90-0bf5-48e2-b415-b4dd6f91bfc1 · outbound
Self-Evolving Coding Agents Executable Code Actions Elicit Better LLM Agents
Reference 16
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f12ae9a6-e284-43d1-b177-9127a71669c3 · outbound
Self-Evolving Coding Agents You Name It, I Run It: An LLM Agent to Execute Tests of Arbitrary Projects
Reference 17
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a5b2d66d-7b5a-42a7-a238-6cc232b9730b · outbound
Self-Evolving Coding Agents CodeAgent: Enhancing Code Generation with Tool-Integrated Agent Systems for Real-World Repo-level Coding Challenges
Reference 18
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 26992aee-8b7a-4276-b237-4d0d2fac1f0e · outbound
Self-Evolving Coding Agents Debug2Fix: Can Interactive Debugging Help Coding Agents Fix More Bugs?
Reference 19
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 76ef17eb-a82c-44b7-a213-d8d9c850c3ba · outbound
Self-Evolving Coding Agents LLM Agents Can See Code Repositories
Reference 20
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation b2963ee8-0fd5-4bd6-86ef-4ed51e1363f9 · outbound
Self-Evolving Coding Agents SWE-Bench Pro: Can AI Agents Solve Long-Horizon Software Engineering Tasks?
Reference 21
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 394d4e9b-09ef-4a26-acd0-774122817964 · outbound
Self-Evolving Coding Agents Darwin Godel Machine: Open-Ended Evolution of Self-Improving Agents
Reference 22
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8477ccdd-a707-43e0-9613-adba5244498e · outbound
Self-Evolving Coding Agents 2511.13646 , archivePrefix =
Reference 23
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation fe0e575f-2c63-4731-963b-6ede44879ac4 · outbound
Self-Evolving Coding Agents 2507.23361 , archivePrefix =
Reference 24
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0857f9ee-35cc-426b-b3ed-b984a67c5497 · outbound
Self-Evolving Coding Agents 2026 , eprint =
Reference 25
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b55b2c0e-e217-4030-bc01-76f26ba199cc · outbound
Self-Evolving Coding Agents EvoRepair: Enhancing Vulnerability Repair Agents Through Experience-Based Self-Evolution
Reference 26
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 645db3ed-6b60-45db-aff7-c544391b04e7 · outbound
Self-Evolving Coding Agents ExpeL: LLM Agents Are Experiential Learners
Reference 27
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9083ef0c-86e3-4e39-b9f4-ad4d04154fd9 · outbound
Self-Evolving Coding Agents 2507.06229 , archivePrefix =
Reference 28
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 10dd365c-f850-4985-b4ba-7216e2192c0a · outbound
Self-Evolving Coding Agents 2026 , eprint =
Reference 29
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c26c43c8-702b-4526-9b8e-d245935f18aa · outbound
Self-Evolving Coding Agents A Comprehensive Survey of Self-Evolving AI Agents: A New Paradigm Bridging Foundation Models and Lifelong Agentic Systems
Reference 30
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2abfff57-319e-4818-b22b-a74b95c64094 · outbound
Self-Evolving Coding Agents 2023 , eprint =
Reference 31
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f4baff0e-a8aa-4a80-bb10-a759227aa3e5 · outbound
Self-Evolving Coding Agents 2023 , eprint =
Reference 32
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9e9cc31b-4042-4f43-8918-18ef2d36e62b · outbound
Self-Evolving Coding Agents 2023 , eprint =
Reference 33
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation dd4cf24c-ad42-4adc-8e07-eb94e1326f6a · outbound
Self-Evolving Coding Agents DSPy: Compiling Declarative Language Model Calls into Self-Improving Pipelines
Reference 34
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0102879c-90bd-43b6-8882-f83ca6968f55 · outbound
Self-Evolving Coding Agents TextGrad: Automatic "Differentiation" via Text
Reference 35
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation cb3b4495-7df5-40ec-8271-1dbd277358e7 · outbound
Self-Evolving Coding Agents MemGPT: Towards LLMs as Operating Systems
Reference 36
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d9fab080-a597-4611-b2cd-d9b8ddf58460 · outbound
Self-Evolving Coding Agents Mem0: Building Production-Ready AI Agents with Scalable Long-Term Memory
Reference 37
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 745d4510-314e-4113-a43a-31f8136dd25b · outbound
Self-Evolving Coding Agents MemEvolve: Meta-Evolution of Agent Memory Systems
Reference 38
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 60539ba2-9ac1-40f6-84d7-ae1c442931b2 · outbound
Self-Evolving Coding Agents 2023 , eprint =
Reference 39
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 745af562-96b4-423d-92c8-b7e4ab2d9f99 · outbound
Self-Evolving Coding Agents 2025 , eprint =
Reference 40
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 61fcf741-39ad-4f0a-a781-88dcae1d4211 · outbound
Self-Evolving Coding Agents Agent-Pro: Learning to Evolve via Policy-Level Reflection and Optimization
Reference 41
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b2039ee1-0fb1-42b1-80a8-69f48ee6f597 · outbound
Self-Evolving Coding Agents EvoAgent: Towards Automatic Multi-Agent Generation via Evolutionary Algorithms
Reference 42
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation fb705256-24db-40d3-ba1d-18e5a703a9ac · outbound
Self-Evolving Coding Agents 2026 , eprint =
Reference 43
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation aafa0089-c37c-4e20-9e86-89a425639ec2 · outbound
Self-Evolving Coding Agents Richard , year =
Reference 44
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3c436565-0c4b-4f36-b468-9bef9f4f05fa · outbound
Self-Evolving Coding Agents 2024 , eprint =
Reference 45
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2d834bfa-1251-40f3-82e3-d5335ba170d7 · outbound
Self-Evolving Coding Agents SEW: Self-Evolving Agentic Workflows for Automated Code Generation
Reference 46
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7050eb82-3330-4114-b28c-6d4414360576 · outbound
Self-Evolving Coding Agents AFlow: Automating Agentic Workflow Generation
Reference 47
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 79b42fb9-f70f-4c10-8600-be6531905dfb · outbound
Self-Evolving Coding Agents 2507.03616 , archivePrefix =
Reference 48
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 94172088-f355-4ccb-98cd-d2c67c1a9d09 · outbound
Self-Evolving Coding Agents 2602.17100 , archivePrefix =
Reference 49
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 882ad915-f967-4004-8dd4-25d6543bd854 · outbound
Self-Evolving Coding Agents 2024 , eprint =
Reference 50
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f98e27c1-589c-4137-b2a8-1a447a6dd73f · outbound
Self-Evolving Coding Agents 2025 , eprint =
Reference 51
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 73101d81-90ec-4d9f-9448-eb58521bc7b0 · outbound
Self-Evolving Coding Agents G-Designer: Architecting Multi-agent Communication Topologies via Graph Neural Networks
Reference 52
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0d71271d-b924-4483-91a3-ffe8e6a46a54 · outbound
Self-Evolving Coding Agents 2510.01617 , archivePrefix =
Reference 53
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8601a29b-2867-4856-9808-e0d51f1de761 · outbound
Self-Evolving Coding Agents A Dynamic LLM-Powered Agent Network for Task-Oriented Agent Collaboration
Reference 54
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c3a83efb-3b9e-44f8-bc99-60c2fe495598 · outbound
Self-Evolving Coding Agents Cut the Crap: An Economical Communication Pipeline for LLM-based Multi-Agent Systems
Reference 55
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a03bc188-3769-481b-8f51-f47a60cea227 · outbound
Self-Evolving Coding Agents CODESKILL: Learning Self-Evolving Skills for Coding Agents
Reference 56
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 8ae3d293-49f1-4d8a-989f-0cf094bd1856 · outbound
Self-Evolving Coding Agents Proceedings of the ACM Conference on AI and Agentic Systems , year =
Reference 57
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 3ca244bb-df75-4013-a51e-33e82cc15e24 · outbound
Self-Evolving Coding Agents Socratic-SWE: Self-Evolving Coding Agents via Trace-Derived Agent Skills
Reference 58
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e5d49fe4-6e61-4e01-8f66-a8dbfeb8c351 · outbound
Self-Evolving Coding Agents 2026 , eprint =
Reference 59
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 8af411e2-a7b3-4c2d-a541-abf386c4cecd · outbound
Self-Evolving Coding Agents MUSE-Autoskill: Self-Evolving Agents via Skill Creation, Memory, Management, and Evaluation
Reference 60
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d5628211-5034-4d74-8b23-f84aa26439aa · outbound
Self-Evolving Coding Agents 2025 , eprint =
Reference 61
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation baea7909-a5b4-4573-b0f8-24ce0175c3c2 · outbound
Self-Evolving Coding Agents 2026 , note =
Reference 62
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 3fa92789-3c7d-4a0e-90da-23db14c170e4 · outbound
Self-Evolving Coding Agents Unresolved cited work
Reference 63
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 32ed10d8-9d2a-4562-93d1-71003ff1dbbd · outbound
Self-Evolving Coding Agents AlphaEvolve: A coding agent for scientific and algorithmic discovery
Reference 64
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2a02ddf5-f5a4-4d55-9cf8-62a22a723330 · outbound
Self-Evolving Coding Agents CodeEvolve: an open source evolutionary coding agent for algorithmic discovery and optimization
Reference 65
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 46003ce2-aaf6-4e7c-813f-3c1f015b2efc · outbound
Self-Evolving Coding Agents 2026 , eprint =
Reference 66
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 383bd622-d4ea-4b9f-9f6d-f78a9213a288 · outbound
Self-Evolving Coding Agents SWE-RL: Advancing LLM Reasoning via Reinforcement Learning on Open Software Evolution
Reference 67
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ef96cc2b-4d39-4453-a04b-57e18f8c50d6 · outbound
Self-Evolving Coding Agents Training Software Engineering Agents and Verifiers with SWE-Gym
Reference 68
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a67c7176-23ad-40d9-a1f1-c3825501dc7b · outbound
Self-Evolving Coding Agents Agent-RLVR: Training Software Engineering Agents via Guidance and Environment Rewards
Reference 69
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 61bdac13-6b6f-437a-b63e-146e43bfff34 · outbound
Self-Evolving Coding Agents R2E-Gym: Procedural Environments and Hybrid Verifiers for Scaling Open-Weights SWE Agents
Reference 70
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 67613706-699a-4b0a-a412-30eb3c1999f1 · outbound
Self-Evolving Coding Agents Unresolved cited work
Reference 71
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c1773773-62ef-45e4-b858-2e1f330eabfc · outbound
Self-Evolving Coding Agents Toward Training Superintelligent Software Agents through Self-Play SWE-RL
Reference 72
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 34b88152-358b-4c33-b990-0aa880f002f5 · outbound
Self-Evolving Coding Agents 2026 , eprint =
Reference 73
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation b369d2a1-a6ee-4603-99b8-9db31618e888 · outbound
Self-Evolving Coding Agents 2602.03411 , archivePrefix =
Reference 74
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ccf0bb22-e8cf-42c1-b75c-2bd6dc2de10b · outbound
Self-Evolving Coding Agents SWE-smith: Scaling Data for Software Engineering Agents
Reference 75
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a7b88c84-3d83-41c0-a72d-1c8d517b14fd · outbound
Self-Evolving Coding Agents 2021 , eprint =
Reference 76
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ff75d30d-9738-4f36-a4b9-b03f98e60cc4 · outbound
Self-Evolving Coding Agents 2021 , eprint =
Reference 77
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation dc367eb1-f378-4c6e-acb1-3d42a65b8edf · outbound
Self-Evolving Coding Agents Measuring Coding Challenge Competence With APPS
Reference 78
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c1ef1cfb-11fd-4248-81ce-d75d97849111 · outbound
Self-Evolving Coding Agents LiveCodeBench: Holistic and Contamination Free Evaluation of Large Language Models for Code
Reference 79
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c303811b-544a-44bf-8fd2-6b960cef5e9a · outbound
Self-Evolving Coding Agents Competition-Level Code Generation with
Reference 80
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 21f0b49b-c7c3-4abc-9d88-40df3d19f865 · outbound
Self-Evolving Coding Agents 2026 , eprint =
Reference 81
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3a77176b-08d9-454e-b554-0f00104afcaf · outbound
Self-Evolving Coding Agents International Conference on Learning Representations , year =
Reference 82
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 96955848-3ba7-4366-930f-04282265290b · outbound
Self-Evolving Coding Agents Self-Taught Optimizer (
Reference 83
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation d9d1f3cd-3b36-40e0-9929-f3672233bbe7 · outbound
Self-Evolving Coding Agents 2025 , eprint =
Reference 84
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation fc479a08-a2d3-4f98-861f-67e262af9b74 · outbound
Self-Evolving Coding Agents LLMs as Continuous Learners: Improving the Reproduction of Defective Code in Software Issues
Reference 85
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e8093aab-1fa8-4a7d-b557-d05eed2072e9 · outbound
Self-Evolving Coding Agents and Wan, Chengcheng and Gu, Xiaodong , year =
Reference 86
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ed8ee00b-3646-413f-a3f1-d4206231e7d4 · outbound
Self-Evolving Coding Agents 2026 , eprint =
Reference 87
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation d12c39da-532b-4d53-a219-a1932cadd430 · outbound
Self-Evolving Coding Agents 2506.11442 , archivePrefix =
Reference 88
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 325d1828-ecd2-4597-9b8e-15e5d1d3d9f5 · outbound
Self-Evolving Coding Agents 2506.03136 , archivePrefix =
Reference 89
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9fc0fdb5-8d3a-4569-812c-ceb59f547cfb · outbound
Self-Evolving Coding Agents ZeroCoder: Can LLMs Improve Code Generation Without Ground-Truth Supervision?
Reference 90
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation c59f2c43-b18a-4ae7-bad2-841e5c2973a3 · outbound
Self-Evolving Coding Agents 2025 , eprint =
Reference 91
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation c41f216f-ebd8-4ab2-aafd-18823a1f9358 · outbound
Self-Evolving Coding Agents ACE: Self-Evolving LLM Coding Framework via Adversarial Unit Test Generation and Preference Optimization
Reference 92
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
No inbound Pith citation observations are available.