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Aegis: Automated error generation and attribution for multi-agent systems

2 Pith papers cite this work. Polarity classification is still indexing.

2 Pith papers citing it

fields

cs.CL 1 cs.LG 1

years

2026 2

verdicts

UNVERDICTED 2

representative citing papers

Conformal Agent Error Attribution

cs.LG · 2026-05-07 · unverdicted · novelty 6.0

A new filtration-based conformal prediction method attributes errors in multi-agent systems by producing contiguous sequence sets with finite-sample coverage guarantees, enabling rollback recovery.

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Showing 2 of 2 citing papers.

  • RankJudge: A Multi-Turn LLM-as-a-Judge Synthetic Benchmark Generator cs.CL · 2026-05-20 · unverdicted · none · ref 47

    RankJudge creates paired multi-turn conversations with isolated single-turn flaws to generate unambiguous benchmarks for LLM-as-a-judge systems across ML, biomedicine, and finance domains.

  • Conformal Agent Error Attribution cs.LG · 2026-05-07 · unverdicted · none · ref 18

    A new filtration-based conformal prediction method attributes errors in multi-agent systems by producing contiguous sequence sets with finite-sample coverage guarantees, enabling rollback recovery.