A residual-adequacy architecture unifies interpretation, learning, and empathy as one constraint through accountable abstention driven by representational mismatch.
Counterfactual basis extension and representational geometry: An mdl-constrained model of conceptual growth.arXiv:2512.18732
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Interpretation, Learning, and Empathy as One Constraint: A Residual-Adequacy Architecture with Accountable Abstention
A residual-adequacy architecture unifies interpretation, learning, and empathy as one constraint through accountable abstention driven by representational mismatch.