Paper Citation Record · LEDGER

Which Agent Causes Task Failures and When? On Automated Failure Attribution of LLM Multi-Agent Systems

As of 17 August 2026, this Paper Citation Record lists 46 of 46 outbound references and 49 inbound Pith citation observations for arXiv:2505.00212.

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

pith.paper-citation-record.v1
2505.00212 v3

Coverage vector

measured 46 of 46 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-16T04:52:52.515047Z

measured 95 of 95 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-17T06:30:58.91139+00:00

measured 49 of 49 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-15T23:46:05.668170Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-07-08T11:24:54.802233Z

Reference resolution

46 of 46 outbound references displayed

verified exact0
verified fuzzy19
unresolved27
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation eeb18f8a-e0ef-4baa-93f4-2acffdad1482 · outbound

This paper cites write newline.

Which Agent Causes Task Failures and When? On Automated Failure Attribution of LLM Multi-Agent Systems write newline

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-16T04:52:52.315414Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 612b08d9-55f2-45ea-8380-917ed6650f4f · outbound

This paper cites GPT-4 Technical Report.

Which Agent Causes Task Failures and When? On Automated Failure Attribution of LLM Multi-Agent Systems GPT-4 Technical Report

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-16T04:52:52.321230Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5bcde0db-295e-4216-8e79-3844f4d43e01 · outbound

This paper cites Chateval: Towards better llm-based evaluators through multi-agent debate.

Which Agent Causes Task Failures and When? On Automated Failure Attribution of LLM Multi-Agent Systems Chateval: Towards better llm-based evaluators through multi-agent debate

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T04:52:53.263639Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 6c4f2676-a02e-4899-897e-ab1efd31f5a3 · outbound

This paper cites an unresolved cited work.

Which Agent Causes Task Failures and When? On Automated Failure Attribution of LLM Multi-Agent Systems Unresolved cited work

Reference 4

Resolution: unresolved; raw_fallback, observed 2026-08-16T04:52:53.248940Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 4e9c293b-6212-4654-a1c7-ce0214a6744c · outbound

This paper cites Process Reinforcement through Implicit Rewards.

Which Agent Causes Task Failures and When? On Automated Failure Attribution of LLM Multi-Agent Systems Process Reinforcement through Implicit Rewards

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-16T04:52:52.335539Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 434bb8f4-00d0-4874-a66a-05dfc1a1468a · outbound

This paper cites DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning.

Which Agent Causes Task Failures and When? On Automated Failure Attribution of LLM Multi-Agent Systems DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-16T04:52:52.340472Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 21c9123b-1996-418a-9ba7-9a3a98c2dfd9 · outbound

This paper cites Mind2web: Towards a generalist agent for the web.

Which Agent Causes Task Failures and When? On Automated Failure Attribution of LLM Multi-Agent Systems Mind2web: Towards a generalist agent for the web

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T04:52:53.234429Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 86d3c182-ed28-472f-a674-da328553c038 · outbound

This paper cites Magentic-One: A Generalist Multi-Agent System for Solving Complex Tasks.

Which Agent Causes Task Failures and When? On Automated Failure Attribution of LLM Multi-Agent Systems Magentic-One: A Generalist Multi-Agent System for Solving Complex Tasks

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-16T04:52:52.349993Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0578aa97-27e7-4016-87af-e7af5e83d630 · outbound

This paper cites Gptscore: Evaluate as you desire.

Which Agent Causes Task Failures and When? On Automated Failure Attribution of LLM Multi-Agent Systems Gptscore: Evaluate as you desire

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T04:52:53.219902Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation aaf638b5-586b-4faa-9b55-ed3638351b34 · outbound

This paper cites SciAgents: Automating scientific discovery through multi-agent intelligent graph reasoning.

Which Agent Causes Task Failures and When? On Automated Failure Attribution of LLM Multi-Agent Systems SciAgents: Automating scientific discovery through multi-agent intelligent graph reasoning

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-16T04:52:52.358888Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9bd1be5d-f5ab-40ac-87bf-b0389080e709 · outbound

This paper cites A Survey on LLM-as-a-Judge.

Which Agent Causes Task Failures and When? On Automated Failure Attribution of LLM Multi-Agent Systems A Survey on LLM-as-a-Judge

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-16T04:52:52.363628Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 47dbc562-0599-444a-a976-e082db0a0e05 · outbound

This paper cites an unresolved cited work.

Which Agent Causes Task Failures and When? On Automated Failure Attribution of LLM Multi-Agent Systems Unresolved cited work

Reference 12

Resolution: unresolved; raw_fallback, observed 2026-08-16T04:52:53.205473Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 0fc95672-48d2-43f7-8149-805c8ddf91f9 · outbound

This paper cites Language model preference evaluation with multiple weak evaluators.

Which Agent Causes Task Failures and When? On Automated Failure Attribution of LLM Multi-Agent Systems Language model preference evaluation with multiple weak evaluators

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-16T04:52:52.372548Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 68f24689-dfff-42d7-b02d-14357cd5f136 · outbound

This paper cites and Chang, K.

Which Agent Causes Task Failures and When? On Automated Failure Attribution of LLM Multi-Agent Systems and Chang, K

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T04:52:53.191161Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 90069297-e888-44b4-83ea-f9370fb869b8 · outbound

This paper cites Large Language Models Cannot Self-Correct Reasoning Yet.

Which Agent Causes Task Failures and When? On Automated Failure Attribution of LLM Multi-Agent Systems Large Language Models Cannot Self-Correct Reasoning Yet

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-16T04:52:52.380916Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e107323d-9ca6-4c56-98d6-3b72754803a5 · outbound

This paper cites E., Yang, J., Wettig, A., Yao, S., Pei, K., Press, O., and Narasimhan, K.

Which Agent Causes Task Failures and When? On Automated Failure Attribution of LLM Multi-Agent Systems E., Yang, J., Wettig, A., Yao, S., Pei, K., Press, O., and Narasimhan, K

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T04:52:53.176151Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 16c63f3b-9e16-4e04-8b96-f2b054407ec8 · outbound

This paper cites Camel: Communicative agents for" mind" exploration of large language model society.

Which Agent Causes Task Failures and When? On Automated Failure Attribution of LLM Multi-Agent Systems Camel: Communicative agents for" mind" exploration of large language model society

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T04:52:53.161097Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation b4323b50-fe6b-4bd4-a884-2a2146dc8a3d · outbound

This paper cites an unresolved cited work.

Which Agent Causes Task Failures and When? On Automated Failure Attribution of LLM Multi-Agent Systems Unresolved cited work

Reference 18

Resolution: unresolved; raw_fallback, observed 2026-08-16T04:52:53.145767Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 79adb9b2-9bf1-4d8a-9282-a624da5df62f · outbound

This paper cites Let's verify step by step.

Which Agent Causes Task Failures and When? On Automated Failure Attribution of LLM Multi-Agent Systems Let's verify step by step

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T04:52:53.131040Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation d9f0fce0-4341-4061-a273-2974b25bf652 · outbound

This paper cites G-Eval: NLG Evaluation using GPT-4 with Better Human Alignment.

Which Agent Causes Task Failures and When? On Automated Failure Attribution of LLM Multi-Agent Systems G-Eval: NLG Evaluation using GPT-4 with Better Human Alignment

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-16T04:52:52.402348Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9a9e113d-62bd-466f-94be-4960f86b3daa · outbound

This paper cites Gaia: a benchmark for general ai assistants.

Which Agent Causes Task Failures and When? On Automated Failure Attribution of LLM Multi-Agent Systems Gaia: a benchmark for general ai assistants

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T04:52:53.116325Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 5ec88ca0-9bdc-46fe-adda-e41600265fcc · outbound

This paper cites W., and Rainforth, T.

Which Agent Causes Task Failures and When? On Automated Failure Attribution of LLM Multi-Agent Systems W., and Rainforth, T

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T04:52:53.099840Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 4b4f0114-a585-42ac-a365-4d527526664c · outbound

This paper cites Needle in the Haystack for Memory Based Large Language Models.

Which Agent Causes Task Failures and When? On Automated Failure Attribution of LLM Multi-Agent Systems Needle in the Haystack for Memory Based Large Language Models

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-16T04:52:52.415074Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c173ac21-371d-4361-8f91-533f9933c469 · outbound

This paper cites Evaluation thesaurus.

Which Agent Causes Task Failures and When? On Automated Failure Attribution of LLM Multi-Agent Systems Evaluation thesaurus

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T04:52:53.085514Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 03a0d808-5fe6-4f0b-ae90-1e7b8c8cac9d · outbound

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

Which Agent Causes Task Failures and When? On Automated Failure Attribution of LLM Multi-Agent Systems Reflexion: Language agents with verbal reinforcement learning

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T04:52:53.069810Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation c7fad762-37a0-41ef-87e1-b5d486f71d07 · outbound

This paper cites Adaptive In-conversation Team Building for Language Model Agents.

Which Agent Causes Task Failures and When? On Automated Failure Attribution of LLM Multi-Agent Systems Adaptive In-conversation Team Building for Language Model Agents

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-16T04:52:52.427782Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4f647eab-1785-4289-83e3-ecc0419328eb · outbound

This paper cites Judging the Judges: Evaluating Alignment and Vulnerabilities in LLMs-as-Judges.

Which Agent Causes Task Failures and When? On Automated Failure Attribution of LLM Multi-Agent Systems Judging the Judges: Evaluating Alignment and Vulnerabilities in LLMs-as-Judges

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-16T04:52:52.432244Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 72c61dc7-ef0f-4d48-853d-115de6b50840 · outbound

This paper cites an unresolved cited work.

Which Agent Causes Task Failures and When? On Automated Failure Attribution of LLM Multi-Agent Systems Unresolved cited work

Reference 28

Resolution: unresolved; raw_fallback, observed 2026-08-16T04:52:53.055296Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation caafc080-b63f-4d76-854d-89e4b1855026 · outbound

This paper cites A Comprehensive Survey of Small Language Models in the Era of Large Language Models: Techniques, Enhancements, Applications, Collaboration with LLMs, and Trustworthiness.

Which Agent Causes Task Failures and When? On Automated Failure Attribution of LLM Multi-Agent Systems A Comprehensive Survey of Small Language Models in the Era of Large Language Models: Techniques, Enhancements, Applications, Collaboration with LLMs, and Trustworthiness

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-16T04:52:52.441020Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e717bc1c-aa6e-4dd8-9c4b-4a45ce41771f · outbound

This paper cites Math-Shepherd: Verify and Reinforce LLMs Step-by-step without Human Annotations.

Which Agent Causes Task Failures and When? On Automated Failure Attribution of LLM Multi-Agent Systems Math-Shepherd: Verify and Reinforce LLMs Step-by-step without Human Annotations

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-16T04:52:52.445451Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6b2f2f81-e2de-4d29-9ce3-e32b09deab70 · outbound

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

Which Agent Causes Task Failures and When? On Automated Failure Attribution of LLM Multi-Agent Systems V., Zhou, D., et al

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T04:52:53.040009Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 4a528a6b-da18-4817-998c-0bcfc1971114 · outbound

This paper cites Autogen: Enabling next-gen llm applications via multi-agent conversation framework.

Which Agent Causes Task Failures and When? On Automated Failure Attribution of LLM Multi-Agent Systems Autogen: Enabling next-gen llm applications via multi-agent conversation framework

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T04:52:53.024879Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 4e26073e-1684-4554-962b-a529dc555f27 · outbound

This paper cites OSWorld: Benchmarking Multimodal Agents for Open-Ended Tasks in Real Computer Environments.

Which Agent Causes Task Failures and When? On Automated Failure Attribution of LLM Multi-Agent Systems OSWorld: Benchmarking Multimodal Agents for Open-Ended Tasks in Real Computer Environments

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-16T04:52:52.458239Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1827b626-9416-438b-a685-7787c2cd9a49 · outbound

This paper cites React: Synergizing reasoning and acting in language models.

Which Agent Causes Task Failures and When? On Automated Failure Attribution of LLM Multi-Agent Systems React: Synergizing reasoning and acting in language models

Reference 34

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T04:52:53.009732Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 1667d99c-9a08-4a98-8f5c-2efed1ad85aa · outbound

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

Which Agent Causes Task Failures and When? On Automated Failure Attribution of LLM Multi-Agent Systems Tree of thoughts: Deliberate problem solving with large language models

Reference 35

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T04:52:52.992320Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 8623e744-fe0f-4e4e-a591-3e35c3c5c8e2 · outbound

This paper cites J., Malaviya, C., Bogin, B., Press, O., and Berant, J.

Which Agent Causes Task Failures and When? On Automated Failure Attribution of LLM Multi-Agent Systems J., Malaviya, C., Bogin, B., Press, O., and Berant, J

Reference 36

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T04:52:52.977650Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 3ecd998e-0387-4c81-88d3-d2505118e300 · outbound

This paper cites Hyper-Parameter Optimization: A Review of Algorithms and Applications.

Which Agent Causes Task Failures and When? On Automated Failure Attribution of LLM Multi-Agent Systems Hyper-Parameter Optimization: A Review of Algorithms and Applications

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-16T04:52:52.475316Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e8792fdf-4b1b-4289-8c47-b9d21335793b · outbound

This paper cites EcoAssistant: Using LLM Assistant More Affordably and Accurately.

Which Agent Causes Task Failures and When? On Automated Failure Attribution of LLM Multi-Agent Systems EcoAssistant: Using LLM Assistant More Affordably and Accurately

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-16T04:52:52.479845Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 16062771-5e72-4f79-8e56-8ec704c3b6d7 · outbound

This paper cites Targeted hyperparameter optimization with lexicographic preferences over multiple objectives.

Which Agent Causes Task Failures and When? On Automated Failure Attribution of LLM Multi-Agent Systems Targeted hyperparameter optimization with lexicographic preferences over multiple objectives

Reference 39

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T04:52:52.963215Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 6b260e53-dede-40c1-bbc6-45eed70d9a6a · outbound

This paper cites EcoAct: Economic Agent Determines When to Register What Action.

Which Agent Causes Task Failures and When? On Automated Failure Attribution of LLM Multi-Agent Systems EcoAct: Economic Agent Determines When to Register What Action

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-16T04:52:52.488577Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e17d1601-1c5c-48c2-891b-836cb6fe5ba1 · outbound

This paper cites Offline training of language model agents with functions as learnable weights.

Which Agent Causes Task Failures and When? On Automated Failure Attribution of LLM Multi-Agent Systems Offline training of language model agents with functions as learnable weights

Reference 41

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T04:52:52.948781Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 55fba8a4-b624-42d2-84ac-ee7f9f39423a · outbound

This paper cites Nemotron-Research-Tool-N1: Exploring Tool-Using Language Models with Reinforced Reasoning.

Which Agent Causes Task Failures and When? On Automated Failure Attribution of LLM Multi-Agent Systems Nemotron-Research-Tool-N1: Exploring Tool-Using Language Models with Reinforced Reasoning

Reference 42

Resolution: unresolved; no resolver link, observed 2026-08-16T04:52:52.497186Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7af62ab7-d0ab-40e0-b01d-01ccbb1c483e · outbound

This paper cites ProcessBench: Identifying Process Errors in Mathematical Reasoning.

Which Agent Causes Task Failures and When? On Automated Failure Attribution of LLM Multi-Agent Systems ProcessBench: Identifying Process Errors in Mathematical Reasoning

Reference 43

Resolution: unresolved; no resolver link, observed 2026-08-16T04:52:52.501689Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 61ba5cd1-7e64-4f95-9a46-891fcb6b3f80 · outbound

This paper cites Judging llm-as-a-judge with mt-bench and chatbot arena.

Which Agent Causes Task Failures and When? On Automated Failure Attribution of LLM Multi-Agent Systems Judging llm-as-a-judge with mt-bench and chatbot arena

Reference 44

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T04:52:52.933992Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 91966d66-931c-4012-a1c1-ca91d6e7fac4 · outbound

This paper cites A Comprehensive Survey of Reward Models: Taxonomy, Applications, Challenges, and Future.

Which Agent Causes Task Failures and When? On Automated Failure Attribution of LLM Multi-Agent Systems A Comprehensive Survey of Reward Models: Taxonomy, Applications, Challenges, and Future

Reference 45

Resolution: unresolved; no resolver link, observed 2026-08-16T04:52:52.510706Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 29b727f4-68d3-4b07-8e77-bbe15fe8f17c · outbound

This paper cites Agent-as-a-Judge: Evaluate Agents with Agents.

Which Agent Causes Task Failures and When? On Automated Failure Attribution of LLM Multi-Agent Systems Agent-as-a-Judge: Evaluate Agents with Agents

Reference 46

Resolution: unresolved; no resolver link, observed 2026-08-16T04:52:52.515047Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation 3d8cb982-91c4-47b9-a72c-c8dbaaee7738 · inbound

Why Do Multi-Agent LLM Systems Fail? cites this paper.

Why Do Multi-Agent LLM Systems Fail? Which Agent Causes Task Failures and When? On Automated Failure Attribution of LLM Multi-Agent Systems

Reference 44

Resolution: metadata mismatch; arxiv_id, observed 2026-05-12T05:42:58.410764Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation eb8fb925-58c7-4aed-840a-5c3e0cb7fcf2 · inbound

Divide, Optimize, Merge: Fine-Grained LLM Agent Optimization at Scale cites this paper.

Divide, Optimize, Merge: Fine-Grained LLM Agent Optimization at Scale Which Agent Causes Task Failures and When? On Automated Failure Attribution of LLM Multi-Agent Systems

Reference 65

Resolution: unresolved; no resolver link, observed 2026-08-15T23:46:05.668170Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e14e2a30-71dd-469b-ad7a-be5ae7bc46c1 · inbound

Single-agent or Multi-agent Systems? Why Not Both? cites this paper.

Single-agent or Multi-agent Systems? Why Not Both? Which Agent Causes Task Failures and When? On Automated Failure Attribution of LLM Multi-Agent Systems

Reference 43

Resolution: unresolved; no resolver link, observed 2026-08-07T14:38:05.109462Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b910eb31-f4f4-4c9a-bbb4-11084b0e3987 · inbound

MermaidFlow: Redefining Agentic Workflow Generation via Safety-Constrained Evolutionary Programming cites this paper.

MermaidFlow: Redefining Agentic Workflow Generation via Safety-Constrained Evolutionary Programming Which Agent Causes Task Failures and When? On Automated Failure Attribution of LLM Multi-Agent Systems

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-07T13:00:09.849760Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f065c39b-f19b-499f-91e6-fe61124a1dbd · inbound

Why do AI agents communicate in human language? cites this paper.

Why do AI agents communicate in human language? Which Agent Causes Task Failures and When? On Automated Failure Attribution of LLM Multi-Agent Systems

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-07T11:21:49.544808Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bf08a241-c5e3-4f44-959d-52709e8348d3 · inbound

From Virtual Agents to Robot Teams: A Multi-Robot Framework Evaluation in High-Stakes Healthcare Context cites this paper.

From Virtual Agents to Robot Teams: A Multi-Robot Framework Evaluation in High-Stakes Healthcare Context Which Agent Causes Task Failures and When? On Automated Failure Attribution of LLM Multi-Agent Systems

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-07T11:05:22.392106Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4f8666fa-1932-439f-8757-23d98e7b827b · inbound

CORRECT: COndensed eRror RECognition via knowledge Transfer in multi-agent systems cites this paper.

CORRECT: COndensed eRror RECognition via knowledge Transfer in multi-agent systems Which Agent Causes Task Failures and When? On Automated Failure Attribution of LLM Multi-Agent Systems

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-04T14:42:36.139157Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a7f712c4-12aa-415c-b9a9-875897882311 · inbound

Beyond the Final Answer: Evaluating the Reasoning Trajectories of Tool-Augmented Agents cites this paper.

Beyond the Final Answer: Evaluating the Reasoning Trajectories of Tool-Augmented Agents Which Agent Causes Task Failures and When? On Automated Failure Attribution of LLM Multi-Agent Systems

Reference 15

Resolution: verified exact; arxiv_id, observed 2026-05-18T11:06:17.780496Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 0af9bf48-d95d-45eb-9b86-0e2ea41017a1 · inbound

Beyond the Final Answer: Evaluating the Reasoning Trajectories of Tool-Augmented Agents cites this paper.

Beyond the Final Answer: Evaluating the Reasoning Trajectories of Tool-Augmented Agents Which Agent Causes Task Failures and When? On Automated Failure Attribution of LLM Multi-Agent Systems

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-04T12:44:13.174346Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5c2dbfb6-b98f-4d43-b06a-937a33b0ad92 · inbound

CAM: A Causality-based Analysis Framework for Multi-Agent Code Generation Systems cites this paper.

CAM: A Causality-based Analysis Framework for Multi-Agent Code Generation Systems Which Agent Causes Task Failures and When? On Automated Failure Attribution of LLM Multi-Agent Systems

Reference 70

Resolution: unresolved; no resolver link, observed 2026-08-03T05:31:41.146745Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f9d11f55-f1a9-4122-ae70-370c5ce14490 · inbound

AXE: Grey-Box Exploitability Confirmation for Localized Vulnerability Reports cites this paper.

AXE: Grey-Box Exploitability Confirmation for Localized Vulnerability Reports Which Agent Causes Task Failures and When? On Automated Failure Attribution of LLM Multi-Agent Systems

Reference 52

Resolution: unresolved; no resolver link, observed 2026-08-02T23:18:01.253850Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e7c5c23e-e7f1-4887-9288-f5711a0115de · inbound

From Spark to Fire: Modeling and Mitigating Error Cascades in LLM-Based Multi-Agent Collaboration cites this paper.

From Spark to Fire: Modeling and Mitigating Error Cascades in LLM-Based Multi-Agent Collaboration Which Agent Causes Task Failures and When? On Automated Failure Attribution of LLM Multi-Agent Systems

Reference 56

Resolution: verified exact; arxiv_id, observed 2026-05-15T16:40:10.646859Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 896e7db2-07d7-4352-afcb-4447582ebb29 · inbound

Characterizing Faults in Agentic AI: A Taxonomy of Types, Symptoms, and Root Causes cites this paper.

Characterizing Faults in Agentic AI: A Taxonomy of Types, Symptoms, and Root Causes Which Agent Causes Task Failures and When? On Automated Failure Attribution of LLM Multi-Agent Systems

Reference 45

Resolution: verified exact; arxiv_id, observed 2026-05-15T14:46:08.225092Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation e8cb84db-0ff8-42c0-9fc8-df116f2c05b8 · inbound

Trace-Level Analysis of Information Contamination in Multi-Agent Systems cites this paper.

Trace-Level Analysis of Information Contamination in Multi-Agent Systems Which Agent Causes Task Failures and When? On Automated Failure Attribution of LLM Multi-Agent Systems

Reference 38

Resolution: verified exact; arxiv_id, observed 2026-05-12T09:41:27.091767Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 25e214e2-46f2-4a84-95f0-a99b7c877398 · inbound

Results and Retrospective Analysis of the CODS 2025 AssetOpsBench Challenge cites this paper.

Results and Retrospective Analysis of the CODS 2025 AssetOpsBench Challenge Which Agent Causes Task Failures and When? On Automated Failure Attribution of LLM Multi-Agent Systems

Reference 32

Resolution: malformed identifier; arxiv_id, observed 2026-05-12T07:51:41.638609Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 9a3a72c5-bcde-4688-9590-5a720aaf206a · inbound

AgentForesight: Online Auditing for Early Failure Prediction in Multi-Agent Systems cites this paper.

AgentForesight: Online Auditing for Early Failure Prediction in Multi-Agent Systems Which Agent Causes Task Failures and When? On Automated Failure Attribution of LLM Multi-Agent Systems

Reference 65

Resolution: verified exact; arxiv_id, observed 2026-05-12T08:06:27.629042Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 5717c6b2-33fb-4f61-852b-41c93bc36cd3 · inbound

AgentForesight: Online Auditing for Early Failure Prediction in Multi-Agent Systems cites this paper.

AgentForesight: Online Auditing for Early Failure Prediction in Multi-Agent Systems Which Agent Causes Task Failures and When? On Automated Failure Attribution of LLM Multi-Agent Systems

Reference 65

Resolution: verified exact; arxiv_id, observed 2026-05-15T05:25:03.791076Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation e2f4fe93-550e-41bc-a68a-928bbdba5c73 · inbound

PIVOT: Bridging Planning and Execution in LLM Agents via Trajectory Refinement cites this paper.

PIVOT: Bridging Planning and Execution in LLM Agents via Trajectory Refinement Which Agent Causes Task Failures and When? On Automated Failure Attribution of LLM Multi-Agent Systems

Reference 25

Resolution: verified exact; arxiv_id, observed 2026-05-13T02:22:06.193495Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation e069b85e-9e4f-4e97-b71d-99d68955af95 · inbound

Do Coding Agents Understand Least-Privilege Authorization? cites this paper.

Do Coding Agents Understand Least-Privilege Authorization? Which Agent Causes Task Failures and When? On Automated Failure Attribution of LLM Multi-Agent Systems

Reference 68

Resolution: verified exact; arxiv_id, observed 2026-05-19T16:37:40.010720Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 73fb5a1f-9f6e-4b2f-bc9f-3f4736e37d6e · inbound

STAR: A Stage-attributed Triage and Repair framework for RCA Agents in Microservices cites this paper.

STAR: A Stage-attributed Triage and Repair framework for RCA Agents in Microservices Which Agent Causes Task Failures and When? On Automated Failure Attribution of LLM Multi-Agent Systems

Reference 29

Resolution: metadata mismatch; arxiv_id, observed 2026-05-20T19:23:40.788771Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 046f5e26-b0ee-420c-8490-095aef43beb1 · inbound

AMATA: Adaptive Multi-Agent Trajectory Alignment for Knowledge-Intensive Question Answering cites this paper.

AMATA: Adaptive Multi-Agent Trajectory Alignment for Knowledge-Intensive Question Answering Which Agent Causes Task Failures and When? On Automated Failure Attribution of LLM Multi-Agent Systems

Reference 9

Resolution: metadata mismatch; arxiv_id, observed 2026-05-20T13:48:19.921035Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 69456704-5e79-432c-9be2-0dd4d4800e62 · inbound

CASPIAN: Online Detection and Attribution of Cascade Attacks in LLM Multi-Agent Systems via Cross-Channel Causal Monitoring cites this paper.

CASPIAN: Online Detection and Attribution of Cascade Attacks in LLM Multi-Agent Systems via Cross-Channel Causal Monitoring Which Agent Causes Task Failures and When? On Automated Failure Attribution of LLM Multi-Agent Systems

Reference 44

Resolution: verified exact; arxiv_id, observed 2026-05-20T03:13:00.421602Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation ca20721f-d306-474e-9568-73a7c654c5fd · inbound

Insights Generator: Systematic Corpus-Level Trace Diagnostics for LLM Agents cites this paper.

Insights Generator: Systematic Corpus-Level Trace Diagnostics for LLM Agents Which Agent Causes Task Failures and When? On Automated Failure Attribution of LLM Multi-Agent Systems

Reference 25

Resolution: verified exact; arxiv_id, observed 2026-05-21T04:23:57.550468Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 9a0b3bf1-ac63-4c48-9802-8d833da036b0 · inbound

Insights Generator: Systematic Corpus-Level Trace Diagnostics for LLM Agents cites this paper.

Insights Generator: Systematic Corpus-Level Trace Diagnostics for LLM Agents Which Agent Causes Task Failures and When? On Automated Failure Attribution of LLM Multi-Agent Systems

Reference 25

Resolution: verified exact; arxiv_id, observed 2026-05-22T09:51:21.867557Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 19200b64-ac8b-4aaa-8dc5-ab7da96f0200 · inbound

Insights Generator: Systematic Corpus-Level Trace Diagnostics for LLM Agents cites this paper.

Insights Generator: Systematic Corpus-Level Trace Diagnostics for LLM Agents Which Agent Causes Task Failures and When? On Automated Failure Attribution of LLM Multi-Agent Systems

Reference 25

Resolution: verified exact; arxiv_id, observed 2026-06-30T17:34:57.667709Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 229681f8-3d11-4643-9978-952c05f7d6ac · inbound

When Planning Fails Despite Correct Execution: On Epistemic Calibration for LLM-Based Multi-Agent Systems cites this paper.

When Planning Fails Despite Correct Execution: On Epistemic Calibration for LLM-Based Multi-Agent Systems Which Agent Causes Task Failures and When? On Automated Failure Attribution of LLM Multi-Agent Systems

Reference 139

Resolution: verified exact; arxiv_id, observed 2026-05-25T04:26:37.914057Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation c595fe95-14a9-49cc-a60e-a884ca192363 · inbound

Your Agents Are Aging Too: Agent Lifespan Engineering for Deployed Systems cites this paper.

Your Agents Are Aging Too: Agent Lifespan Engineering for Deployed Systems Which Agent Causes Task Failures and When? On Automated Failure Attribution of LLM Multi-Agent Systems

Reference 46

Resolution: verified exact; arxiv_id, observed 2026-06-29T21:13:59.460712Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 3bc51b50-d00e-4825-97d5-c7d9535c231d · inbound

FALAT: Tracing Failures in LLM Agent Trajectories via Dependency-Guided Search cites this paper.

FALAT: Tracing Failures in LLM Agent Trajectories via Dependency-Guided Search Which Agent Causes Task Failures and When? On Automated Failure Attribution of LLM Multi-Agent Systems

Reference 6

Resolution: verified exact; arxiv_id, observed 2026-06-28T18:42:29.585718Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 962780bd-e35e-4e07-b705-746c026de1e3 · inbound

POIROT: Interrogating Agents for Failure Detection in Multi-Agent Systems cites this paper.

POIROT: Interrogating Agents for Failure Detection in Multi-Agent Systems Which Agent Causes Task Failures and When? On Automated Failure Attribution of LLM Multi-Agent Systems

Reference 30

Resolution: verified exact; arxiv_id, observed 2026-07-01T23:06:19.973490Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 99b43385-5d72-4512-b4b7-b088278826c5 · inbound

StepFinder: A Temporal Semantic Framework for Failure Attribution in Multi-Agent Systems cites this paper.

StepFinder: A Temporal Semantic Framework for Failure Attribution in Multi-Agent Systems Which Agent Causes Task Failures and When? On Automated Failure Attribution of LLM Multi-Agent Systems

Reference 51

Resolution: verified exact; arxiv_id, observed 2026-07-02T03:16:33.986357Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation c0e26903-a502-42c2-ae6c-c7b4c3ce95a0 · inbound

Strained Coherence: A Pre-Failure Signal in Coding Agent Execution Trajectories cites this paper.

Strained Coherence: A Pre-Failure Signal in Coding Agent Execution Trajectories Which Agent Causes Task Failures and When? On Automated Failure Attribution of LLM Multi-Agent Systems

Reference 7

Resolution: metadata mismatch; arxiv_id, observed 2026-07-02T16:57:09.805473Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 8a1eb7ce-983f-44ea-9e18-291f8fce76a7 · inbound

Causal Agent Replay: Counterfactual Attribution for LLM-Agent Failures cites this paper.

Causal Agent Replay: Counterfactual Attribution for LLM-Agent Failures Which Agent Causes Task Failures and When? On Automated Failure Attribution of LLM Multi-Agent Systems

Reference 1

Resolution: verified exact; arxiv_id, observed 2026-07-02T21:07:24.302055Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 67700a4a-a9b7-43bd-adf5-f899e65c50f4 · inbound

GRADE: Graph Representation of LLM Agent Dependency and Execution cites this paper.

GRADE: Graph Representation of LLM Agent Dependency and Execution Which Agent Causes Task Failures and When? On Automated Failure Attribution of LLM Multi-Agent Systems

Reference 144

Resolution: verified exact; arxiv_id, observed 2026-07-04T09:39:46.499687Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 85b6f485-41a9-4589-890d-3b317fe7a7b6 · inbound

MAS-PromptBench: When Does Prompt Optimization Improve Multi-Agent LLM Systems? cites this paper.

MAS-PromptBench: When Does Prompt Optimization Improve Multi-Agent LLM Systems? Which Agent Causes Task Failures and When? On Automated Failure Attribution of LLM Multi-Agent Systems

Reference 40

Resolution: verified exact; arxiv_id, observed 2026-07-04T09:59:45.584925Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 313f4da9-cd96-4e70-90a6-4caa787e36fe · inbound

Delayed Verification Destabilizes Multi-Agent LLM Belief: Instability Thresholds and Optimal Corrector Placement cites this paper.

Delayed Verification Destabilizes Multi-Agent LLM Belief: Instability Thresholds and Optimal Corrector Placement Which Agent Causes Task Failures and When? On Automated Failure Attribution of LLM Multi-Agent Systems

Reference 17

Resolution: verified exact; arxiv_id, observed 2026-07-01T18:55:58.656482Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation b8b77c80-58ac-4253-b5c9-004d533d1da4 · inbound

Diagnosis-Driven Automatic Repair for Agentic Workflow via Symbolic Inference cites this paper.

Diagnosis-Driven Automatic Repair for Agentic Workflow via Symbolic Inference Which Agent Causes Task Failures and When? On Automated Failure Attribution of LLM Multi-Agent Systems

Reference 19

Resolution: unresolved; no resolver link, observed 2026-07-12T06:24:52.086585Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation df89a4a6-4360-450e-9096-25d5a752cd14 · inbound

AgentTether: Graph-Guided Diagnosis and Runtime Intervention for Reliable LLM Agent Operation cites this paper.

AgentTether: Graph-Guided Diagnosis and Runtime Intervention for Reliable LLM Agent Operation Which Agent Causes Task Failures and When? On Automated Failure Attribution of LLM Multi-Agent Systems

Reference 25

Resolution: metadata mismatch; local_arxiv, observed 2026-07-08T11:24:54.805914Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation a6b426ec-ee9e-40f7-943e-5c125a4e55af · inbound

Self-Evolving Agent Harnesses via Gated Semantic Quality-Diversity cites this paper.

Self-Evolving Agent Harnesses via Gated Semantic Quality-Diversity Which Agent Causes Task Failures and When? On Automated Failure Attribution of LLM Multi-Agent Systems

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-02T04:32:36.973681Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 01477f78-7530-4dde-b7eb-922974ec845e · inbound

Breaking Refusal in the First Half: A Mechanistic Study of the Prefill Jailbreak cites this paper.

Breaking Refusal in the First Half: A Mechanistic Study of the Prefill Jailbreak Which Agent Causes Task Failures and When? On Automated Failure Attribution of LLM Multi-Agent Systems

Reference 54

Resolution: unresolved; no resolver link, observed 2026-08-02T06:30:56.999697Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ab51730b-cf8f-44f8-970a-998dc40932a5 · inbound

Fantastic Adaptive Taxonomies and How to Use Them cites this paper.

Fantastic Adaptive Taxonomies and How to Use Them Which Agent Causes Task Failures and When? On Automated Failure Attribution of LLM Multi-Agent Systems

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-01T21:14:43.971973Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 67f04fec-d243-4f66-b1aa-d54894df2bb3 · inbound

Model or Harness? An Interaction-Centric Taxonomy for Localizing Agent Failures cites this paper.

Model or Harness? An Interaction-Centric Taxonomy for Localizing Agent Failures Which Agent Causes Task Failures and When? On Automated Failure Attribution of LLM Multi-Agent Systems

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-03T00:25:05.394072Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fc8b0c28-f92c-4da6-97cf-44accdd097b3 · inbound

AgenticRepair: Multi-Faceted Program Context Engineering for Agentic Vulnerability Repair cites this paper.

AgenticRepair: Multi-Faceted Program Context Engineering for Agentic Vulnerability Repair Which Agent Causes Task Failures and When? On Automated Failure Attribution of LLM Multi-Agent Systems

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-15T15:27:21.493741Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 66dc7322-7689-4529-a48b-97425fc0ecc7 · inbound

Tracing the Cascade: A Topology-Aware Evaluation Framework for Scientific Agent Hallucinations cites this paper.

Tracing the Cascade: A Topology-Aware Evaluation Framework for Scientific Agent Hallucinations Which Agent Causes Task Failures and When? On Automated Failure Attribution of LLM Multi-Agent Systems

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-15T15:23:28.627046Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ddc7c400-5ab8-470a-b18a-c945d00cd642 · inbound

Real-Time Detection and Repair of LLM Agent Failures cites this paper.

Real-Time Detection and Repair of LLM Agent Failures Which Agent Causes Task Failures and When? On Automated Failure Attribution of LLM Multi-Agent Systems

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-04T06:54:58.850261Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3f7cdcfb-68ca-4dbf-9693-bebea510f99b · inbound

OrchestraBench: Evaluating Multi-Agent Orchestration Failure Modes, Recovery, and Decomposition Quality cites this paper.

OrchestraBench: Evaluating Multi-Agent Orchestration Failure Modes, Recovery, and Decomposition Quality Which Agent Causes Task Failures and When? On Automated Failure Attribution of LLM Multi-Agent Systems

Reference 2025

Resolution: unresolved; no resolver link, observed 2026-08-08T16:55:25.086245Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4c0b8961-d3e1-400c-97f1-ef60d7ad02dc · inbound

TRACE: A Multi-Layer Benchmark for Human AI Controller Coordination Under Drift and Failure cites this paper.

TRACE: A Multi-Layer Benchmark for Human AI Controller Coordination Under Drift and Failure Which Agent Causes Task Failures and When? On Automated Failure Attribution of LLM Multi-Agent Systems

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-10T23:09:11.176776Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 77fceb62-7aef-4cec-8979-e48bd6b371ae · inbound

RouteGuard: Certifying Routing Gain in LLM Multi-Agent Systems When Complementarity Is Not Enough cites this paper.

RouteGuard: Certifying Routing Gain in LLM Multi-Agent Systems When Complementarity Is Not Enough Which Agent Causes Task Failures and When? On Automated Failure Attribution of LLM Multi-Agent Systems

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-11T00:37:48.064617Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0e58611c-65fe-4701-84f4-5c94e6ca5366 · inbound

Tangent: An Empirical Study of Testing Practices for LLM-Based Agent Applications cites this paper.

Tangent: An Empirical Study of Testing Practices for LLM-Based Agent Applications Which Agent Causes Task Failures and When? On Automated Failure Attribution of LLM Multi-Agent Systems

Reference 102

Resolution: unresolved; no resolver link, observed 2026-08-14T04:39:16.661890Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c22278dd-6d74-44fc-994c-fc5b120df8f0 · inbound

Deployment Decision Reliability: A Generalizability-Theory Framework for Sizing Long-Horizon Agent Evaluations cites this paper.

Deployment Decision Reliability: A Generalizability-Theory Framework for Sizing Long-Horizon Agent Evaluations Which Agent Causes Task Failures and When? On Automated Failure Attribution of LLM Multi-Agent Systems

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-15T14:19:01.368996Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.