Authors

Junchi Lu

Publications 1

Preprint Open access

From Uncertainty to Action: Learning to Steer LLM Agents

Hanwen Li, Jinhao Duan, Guanhua Zhu et al. · 2026

Steering an LLM agent means deciding whether to correct it, at which step, and with which mechanism. Uncertainty is often used to decide when to correct an agent, but whether it can guide these decisions remains unclear. We steer agent trajectories separately at every non-terminal step with each of four mechanisms and …

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