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Kieran A. Murphy

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#machine learning Preprint Aug 2026

Tracing distinguishability through transformer processing with stochastic LayerNorm

Representational similarity is foundational to analyses of deep networks, yet distances between point-valued representations are not intrinsically tied to downstream function: nearby states may produce different behaviors, while distant states may behave similarly. We instead give representations volume, turning simila...

Kieran A. Murphy · 0 citations

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