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Manfred Warmuth

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titleconferencedate
A Bayesian Probability Calculus for Density MatricesQuantum Physics and Statistical Causal Models (Simons Institute workshop, 2022)2022-04-27
Defines a Bayesian calculus where probabilities are density matrices and derives joint, conditional and marginal rules using quantum relative entropy and…
Talk on
Follow the Leader with Dropout PerturbationsLearning, Algorithm Design and Beyond Worst-Case Analysis2016-11-14
Claims a concrete result for the expert/hedge setting: in the single-neuron linear-loss case applying multiplicative dropout (zeroing components with p=1/2)…
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The Blessing and the Curse of Multiplicative UpdatesComputational Theories of Evolution2014-03-17
Multiplicative updates multiply nonnegative weights and recover Bayes via prior×likelihood, implemented physically with 10^20 strands in in vitro selection…
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