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Automata from Agent Traces: Failure and Next-Step Prediction
Trace corpora collapse into compact finite-state machines replaying held-out data at >=0.997 fitness, yielding state-context next-step prediction and 0.94 AUROC failure prediction for runtime monitoring.
Paris Poster Session 2, Wed, Dec 9, 5:00 PM–7:00 PM, Paris Poster Hall · Published 2026 · ▲ 5 on Hugging Face
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AI panel: 18 of 20 reviewers recommend it
lenient 5/5
medium 10/10
strict 3/5