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ENTITY Expected Free Energy Formalizes Conflict Underlying Defense in Freudian Psychoanalysis

Expected Free Energy Formalizes Conflict Underlying Defense in Freudian Psychoanalysis

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  1. TOOL · CL_317476 ·

    New active inference method enables efficient model learning for planning

    Researchers have developed a new method for parameter learning in active inference, which frames perception, learning, and planning as variational inference. This approach uses an augmented generative model with epistem…

  2. RESEARCH · CL_273291 ·

    New AI Framework Extends Maximum Occupancy Principle for Uncertain Environments

    A new research paper introduces a belief-based extension to the Maximum Occupancy Principle (MOP), a framework for intrinsic motivation in AI agents. This extension allows agents to operate in partially observable envir…

  3. TOOL · CL_259433 ·

    New Bayesian Optimization Method Uses Expected Free Energy

    Researchers have introduced a new acquisition function for Bayesian optimization called Curvature-aware Expected Free Energy. This function aims to solve the joint learning and optimization problem by simultaneously opt…

  4. TOOL · CL_204087 ·

    Robotic Mars Exploration Enhanced by Unified Information and Reward Planning

    Researchers have developed a new method for robotic exploration on Mars that unifies information gathering and reward-seeking objectives. This approach, termed Expected Free Energy (EFE)-based planning, uses a Gaussian …

  5. TOOL · CL_158492 ·

    Active Inference framed as convex MDP, unifying with reinforcement learning

    A new paper frames Active Inference (AIF) as a convex Markov Decision Process (MDP), suggesting a way to unify it with modern reinforcement learning (RL) techniques. The research posits that minimizing expected free ene…

  6. TOOL · CL_154073 ·

    New framework unifies uncertainty reduction and reward in POMDPs

    Researchers have developed a new framework for Partially Observable Markov Decision Processes (POMDPs) that directly rewards uncertainty reduction. This approach, termed minimizing Expected Free Energy (EFE), is shown t…

  7. RESEARCH · CL_70253 ·

    Active inference framework clarified in new research paper

    Researchers have published a paper detailing active inference, a framework that frames decision-making as a form of inference. The work clarifies how expected free energy minimization relates to variational free energy …