stochastic environments - Robuta Search

https://openresearch-repository.anu.edu.au/items/d22882bb-f1c0-4965-ade1-ea4dcfb03f02 Universal knowledge-seeking agents for stochastic environments We define an optimal Bayesian knowledge-seeking agent, KL-KSA, designed for countable hypothesis classes of stochastic environments and whose goal is to gather... stochastic environments universal knowledge seeking agents https://waymo.com/research/hierarchical-imitation-learning-for-stochastic-environments/ Hierarchical Imitation Learning for Stochastic Environments Many applications of imitation learning require the agent to generate the full distribution of behaviour observed in the training data. For example, to... imitation learning stochastic environments hierarchical https://j-min.io/publication/onelife_iclr2026/ One Life to Learn: Inferring Symbolic World Models for Stochastic Environments from Unguided... Mar 27, 2026 - OneLife learns symbolic programmatic world models from a single episode of unguided exploration in stochastic environments one life world models stochastic environments learn inferring