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Towards Self-Improving Error Diagnosis in Multi-Agent Systems

cs.MA · 2026-04-19 · unverdicted · novelty 5.0

ErrorProbe introduces a self-improving pipeline for attributing semantic failures in LLM multi-agent systems to specific agents and steps via anomaly detection, backward tracing, and tool-grounded validation with verified episodic memory.

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  • Towards Self-Improving Error Diagnosis in Multi-Agent Systems cs.MA · 2026-04-19 · unverdicted · none · ref 18

    ErrorProbe introduces a self-improving pipeline for attributing semantic failures in LLM multi-agent systems to specific agents and steps via anomaly detection, backward tracing, and tool-grounded validation with verified episodic memory.