free energy principle
PulseAugur coverage of free energy principle — every cluster mentioning free energy principle across labs, papers, and developer communities, ranked by signal.
2 天有情绪数据
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AI agents need persistent internal states, not just on-demand processing
The current paradigm for AI agents, where they function like smart calculators that activate only when prompted, is a significant limitation. True AI agents require a persistent internal state and continuous operation, …
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新框架通过主动推理改进U统计量,适用于标签成本高昂的情况
研究人员开发了一种新的U统计量主动推理框架,旨在提高数据标注成本高昂时的估计效率。该方法在固定预算内选择性地查询信息性标签,并以增强的逆概率加权U统计量为基础。该框架还扩展到基于U统计量的经验风险最小化,在实验中显示出显著的效率提升并保持了目标覆盖率。
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Category theory framework proposed for defining and comparing AGI architectures
This working paper proposes a formal framework for comparing different Artificial General Intelligence (AGI) architectures using category theory. The authors aim to provide a unified foundation for AGI systems, integrat…
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New principle unifies Bayesian inference, game theory, and thermodynamics
A new paper introduces the Game-Theoretic Free Energy Principle, a framework that unifies Bayesian inference, game theory, and thermodynamics. This principle suggests that multi-agent systems minimizing local free energ…
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New MoE Architectures Enhance Efficiency and Performance
Researchers are developing advanced techniques to improve Mixture-of-Experts (MoE) models, particularly addressing challenges in domain transitions and inference efficiency. One approach, inspired by the Free Energy Pri…