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Shafi Muhtasim Chowdhury

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#machine learning Preprint Oct 2026

CRISP: A Framework for Clause-Reconstructed Interpretable NeuroSymbolic Propositions

Deep neural networks achieve high accuracy through layered numerical transformations, yet their decisions remain difficult to audit because decision evidence is encoded in hidden activations rather than explicit rules. This paper introduces CRISP, a framework that reconstructs the last-layer activation vector (LLAV) of...

Alex Chan, Shafi Muhtasim Chowdhury, Ekin Can Erkuş et al. · 0 citations