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ENTITY Predictive State Representations

Predictive State Representations

PulseAugur coverage of Predictive State Representations — every cluster mentioning Predictive State Representations across labs, papers, and developer communities, ranked by signal.

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  1. TOOL · CL_215857 ·

    New framework defines canonical world models for AI agents

    This paper introduces a framework for understanding world models in reinforcement learning by categorizing them based on the channel they model: the environment, the agent, or the joint agent-environment system. Utilizi…

  2. TOOL · CL_156425 ·

    New method enables AI agents to learn complex hidden-state systems

    Researchers have developed a new method for autonomous agents to learn and reason about systems with hidden states, a problem often framed as learning a discrete Partially Observable Markov Decision Process (POMDP). The…