6 problems
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Non-singularity of the reduced Information Bottleneck operator
Non-singularity conjecture. The Jacobian matrix
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The noisy-typewriter optimal test-channel conjecture
Noisy-typewriter test-channel conjecture. The optimal test-channel from to should also be a noisy typewriter channel.
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Zaidi et al.'s discreteness conjecture for the information bottleneck input distribution
Let be a Markov chain, with , where and are independent, , and the input satisfies . Suppose that the bottleneck output …
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The class-count bound for information bottleneck phase transitions
Let be the set of classes in a classification problem, and let denote the number of classes. A phase transition is a transition in the information bot…
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The generalized Still criterion with an information-encoding cost
The variables , , and describe, respectively, input data, a binary classification target, and a finite-valued compressed representation of . Shannon's entropy of the r…
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Information bottleneck conjecture for deep neural network layers
A deep neural network has layers whose input and output variables form successive representations, and the information bottleneck (IB) framework describes the tradeoff between pres…