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ag2ai / Agents_Failure_Attribution

Benchmark for automated failure attributions in agentic systems (🏆 ICML 2025 Spotlight)

Why this job: says: benchmark

What it does

This repository provides the implementation of ICML 2025 spotlight paper "Which Agent Causes Task Failures and When?", which introduces the task of automated failure attribution in LLM-based multi-agent systems. Given a failed task, the goal failure attribution is to automatically identify the agent and step responsible for the failure.

Get started

No single install command. Read the steps in the README (opens in new tab)

Maintenance
Active
Last commit 10 days ago
Stars
396
+1 this week
Licence
MIT
Allows business use
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Built with
Python
100% of the code

Is it looked after?

Contributors
2
Last 90 days
Issues
58% closed
5 still open
Pull requests
3 merged
1 waiting
Releases
None
Never published
  • No contributing guide
  • No security policy
  • No code of conduct
More: languages, topics and project record

Languages

  • Python 100%

Topics

  • agent
  • autogen
  • llm
  • multi-agent
  • multiagent-systems

Project record

  • JobEvals and observability
  • StatusListed
  • Commits94
  • Forks33
  • Watching2
  • Stars in 28 days+6
  • CreatedApr 29, 2025
  • First seen by usNov 7, 2026
  • CheckedNov 7, 2026

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