The paper introduces compositional interpretability as a category-theoretic framework that casts mechanistic explanations as commuting syntactic-semantic mappings optimized under faithfulness and complexity constraints derived from minimum description length.
Active inference in string diagrams: A categorical account of predictive processing and free energy
3 Pith papers cite this work. Polarity classification is still indexing.
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Any sequential cognitive decision data admits a classical instrument model, but joint decisions violating Bell inequalities are required to strictly rule out classical models in favor of quantum-like ones.
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From Mechanistic to Compositional Interpretability
The paper introduces compositional interpretability as a category-theoretic framework that casts mechanistic explanations as commuting syntactic-semantic mappings optimized under faithfulness and complexity constraints derived from minimum description length.
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Quantum-like Cognition in Process Theories: An Analysis
Any sequential cognitive decision data admits a classical instrument model, but joint decisions violating Bell inequalities are required to strictly rule out classical models in favor of quantum-like ones.
- Approaching the Continuous from the Discrete: an Infinite Tensor Product Construction