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1811.04251
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Formal Limitations on the Measurement of Mutual Information
10 November 2018
David A. McAllester
K. Stratos
SSL
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Papers citing
"Formal Limitations on the Measurement of Mutual Information"
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Tight Mutual Information Estimation With Contrastive Fenchel-Legendre Optimization
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Decomposed Mutual Information Estimation for Contrastive Representation Learning
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Lossy Compression for Lossless Prediction
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Neural Network Classifier as Mutual Information Evaluator
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A Probabilistic Representation of DNNs: Bridging Mutual Information and Generalization
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Which Mutual-Information Representation Learning Objectives are Sufficient for Control?
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InfoBehavior: Self-supervised Representation Learning for Ultra-long Behavior Sequence via Hierarchical Grouping
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40
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Understanding Negative Samples in Instance Discriminative Self-supervised Representation Learning
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Reducing the Variance of Variational Estimates of Mutual Information by Limiting the Critic's Hypothesis Space to RKHS
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Combating the Instability of Mutual Information-based Losses via Regularization
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Learning Optimal Representations with the Decodable Information Bottleneck
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Douwe Kiela
D. Schwab
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Evaluating representations by the complexity of learning low-loss predictors
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