Planner distillation makes agents follow belief-dependent rules 18x more often than RL

StephenLCasper · x · 2026-11-12

philljkc shares new work on getting agents to follow belief-dependent rules under uncertainty: a planner distillation method for POMDPs whose trained policies comply 18x as often as RL policies in a multimodal task with state and goal uncertainty.

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