Humans show broad weak directional confusions while DNNs show sparse strong collapses; these structures shift rate-distortion geometry differently and reveal divergent inductive biases.
Leonardo de Moura and Sebastian Ullrich
2 Pith papers cite this work. Polarity classification is still indexing.
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Pith papers citing it
years
2026 2verdicts
UNVERDICTED 2representative citing papers
Six Birds Theory defines agents as maintained theory objects with feasible policies that make counterfactual differences, operationalized via ledger feasibility, viability kernels, empowerment, and packaging maps, and tested in ring-world simulations showing distinct separations.
citing papers explorer
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Directional Confusions Reveal Divergent Inductive Biases Through Rate-Distortion Geometry in Human and Machine Vision
Humans show broad weak directional confusions while DNNs show sparse strong collapses; these structures shift rate-distortion geometry differently and reveal divergent inductive biases.
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To Throw a Stone with Six Birds: On Agents and Agenthood
Six Birds Theory defines agents as maintained theory objects with feasible policies that make counterfactual differences, operationalized via ledger feasibility, viability kernels, empowerment, and packaging maps, and tested in ring-world simulations showing distinct separations.