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Steven Van Kuyk

2 accepted papers

2019

Caveats for information bottleneck in deterministic scenarios

ICLR 2019poster

Information bottleneck (IB) is a method for extracting information from one random variable X that is relevant for predicting another random variable Y. To do so, IB identifies an intermediate "bottleneck" variable T that has low mutual information I(X;T) and high mutual information I(Y;T). The "IB…