Under uniform pricing of knowledge, belief cost is Wasserstein geometry conformally reweighted by Fisher information, placing certainty at infinite distance.
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Information defined as maximum-caliber deviation derives IIT 3.0 cause-effect repertoires from constrained entropy maximization and equates to prediction error under CLT and LDT.
Neural manifolds form as embeddings via generalized synchronization in contracting recurrent circuits and are shaped by Hebbian plasticity into continuous attractors approximating sensory manifolds.
citing papers explorer
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A Transport-Based Geometry of Belief-Cost
Under uniform pricing of knowledge, belief cost is Wasserstein geometry conformally reweighted by Fisher information, placing certainty at infinite distance.
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Information as Maximum-Caliber Deviation: A bridge between Integrated Information Theory and the Free Energy Principle
Information defined as maximum-caliber deviation derives IIT 3.0 cause-effect repertoires from constrained entropy maximization and equates to prediction error under CLT and LDT.
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Neural Manifolds as Crystallized Embeddings: A Synthesis of the Free Energy Principle, Generalized Synchronization, and Hebbian Plasticity
Neural manifolds form as embeddings via generalized synchronization in contracting recurrent circuits and are shaped by Hebbian plasticity into continuous attractors approximating sensory manifolds.