Peter L. Bartlett
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126
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ML×1AI×1Stats ML×1
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2026
Hilbert Operator for Progressive Encoding (HOPE): A Mathematical Framework for Deconstructing Learned Representations in Deep Networks
The paper introduces HOPE, a mathematical framework for network compression that shifts representation deconstruction from the discrete domain to a Hilbert space, enabling unbiased architectural decisions.
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