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The Information Knot - Tying Sensing and Action; Emergence Theory of Representation Learning
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- 1 Introduction
- 2 Background
- 3 Tenets
- 4 Overview
- 5 Representation
- 6 sufficiency
- 7 information bottleneck
- 8 the task
- 9 mutual information
- 10 cost functional
- 11 Representation of Past Data
- 12 Two Information bottlenecks
- 13 Results
- 14 Disentangling
- 15 Bias
- 16 Leibler divergence
- 17 Flat minima
- 18 Biasvariance tradeoff
- 19 Notation
- 20 Pocket Planck Equation
- 21 Limit Cycles
- 22 Eigen Values
- 23 Local Entropy
- 24 Local Entropy Solution
- 25 Standard Gaussian Relaxation
- 26 Where do we take this
- 27 What does the steering not cover
