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Search results for deep learning information theory
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14 search results found
Interviews.ai
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3,146
It is my belief that you, the postgraduate students and job-seekers for whom the book is primarily meant will benefit from reading it; however, it is my hope that even the most experienced researchers will find it fascinating as well.
Awesome Maths Learning
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269
😎 📜 Collection of the most awesome Maths learning resources in the form of notes, videos and cheatsheets.
Hsic Bottleneck
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56
The HSIC Bottleneck: Deep Learning without Back-Propagation
Mcr2
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52
Official Implementation of Learning Diverse and Discriminative Representations via the Principle of Maximal Coding Rate Reduction (2020)
Pisac
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39
Tensorflow 2 source code for the PI-SAC agent from "Predictive Information Accelerates Learning in RL" (NeurIPS 2020)
Information Dropout
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34
Implementation of Information Dropout
Information Bottleneck
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20
demonstration of the information bottleneck theory for deep learning
Unsupervisedattentionmechanism
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19
Code for our paper: "Regularity Normalization: Neuroscience-Inspired Unsupervised Attention across Neural Network Layers".
Infotopopy
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17
computes most of information functions (joint entropy, conditional, mutual information, total correlation information distance) and deep information networks
Deep Bottleneck
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17
Repository of the Study Project "Understanding learning in deep neural networks with the help of information theory"
Information Theory Deep Learning
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15
Resources and Implementations (PyTorch) for Information Theoretical concepts in Deep Learning
Ndic
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14
Neural Distributed Image Compression using Common Information (NDIC)
Honest But Curious Nets
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14
Honest-but-Curious Nets: Sensitive Attributes of Private Inputs Can Be Secretly Coded into the Classifiers' Outputs (ACM CCS'21)
Rbig
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13
Rotation-Based Iterative Gaussianization algorithm.
Dsit
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7
Implementation of the models and datasets used in "An Information-theoretic Approach to Distribution Shifts"
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