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NeurIPS 2026Holistic AIUniversity College London & RL for LLMs

Control Reinforcement Learning: Token-Level Mechanistic Analysis via Learned SAE Feature Steering

Seonglae Cho, Zekun Wu, Adriano Koshiyama

Paris Poster Session 4, Thu, Dec 10, 5:30 PM–7:30 PM, Paris Poster Hall · Published 2026

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medium 0/10
strict 0/5
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NeurIPS 2026Holistic AIPontificia Universidade CatolicaUniversity College London & University College London, UniveLLM agents & planning

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.

Seonglae Cho, Franklin Cardenoso Fernandez, Umar Mohammed, Zekun Wu and 3 more

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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18/20 AI panelreviewers recommend it

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AI panel: 18 of 20 reviewers recommend it
lenient 5/5
medium 10/10
strict 3/5