Paper Citation Record · LEDGER

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

As of 13 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 44 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 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 44 of 44 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-13T06:32:02.005865+00:00

measured 44 of 44 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-11T00:37:48.064617Z

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

0 of 0 outbound references displayed

verified exact0
verified fuzzy0
unresolved0
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

No outbound reference observations are available for this paper version.

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 2026-08-13T06:32:02.005865+00:00.

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 2026-08-13T06:32:02.005865+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 2026-08-13T06:32:02.005865+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 2026-08-13T06:32:02.005865+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 2026-08-13T06:32:02.005865+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 2026-08-13T06:32:02.005865+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 2026-08-13T06:32:02.005865+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 2026-08-13T06:32:02.005865+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 2026-08-13T06:32:02.005865+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 2026-08-13T06:32:02.005865+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 2026-08-13T06:32:02.005865+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 2026-08-13T06:32:02.005865+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 2026-08-13T06:32:02.005865+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 2026-08-13T06:32:02.005865+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 2026-08-13T06:32:02.005865+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 2026-08-13T06:32:02.005865+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 2026-08-13T06:32:02.005865+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 2026-08-13T06:32:02.005865+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 2026-08-13T06:32:02.005865+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 2026-08-13T06:32:02.005865+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 2026-08-13T06:32:02.005865+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 2026-08-13T06:32:02.005865+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 2026-08-13T06:32:02.005865+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 2026-08-13T06:32:02.005865+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 2026-08-13T06:32:02.005865+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 2026-08-13T06:32:02.005865+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 2026-08-13T06:32:02.005865+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 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.