Source record

Published by arXiv cs.MA (T1 source). The original is at https://arxiv.org/abs/2607.29055.

Pipeline notes

The summary and note below are generated by the signal pipeline — they are Beyond Desk’s reading, not quotations from the source.

Introduces MARS, a Monte Carlo Tree Search framework that automates repair of multi-agent LLM system failures by navigating repair options via diagnosis-guided expansion and taxonomy-augmented evaluation. Releases StateMAS benchmark with 1,310 replayable failure trajectories; reports 3.0–12.1% absolute gains over prior methods at comparable token cost.

Fills a noted gap in automated multi-agent failure recovery and ships a sizeable public benchmark; useful reference for anyone running multi-agent pipelines that need self-correction loops.

Cited by

No citations on record.