Linear95 / TC-estimationLinks
Code for AISTATS 2023 paper - Estimating Total Correlation with Mutual Information Estimators
☆17Updated last year
Alternatives and similar repositories for TC-estimation
Users that are interested in TC-estimation are comparing it to the libraries listed below
Sorting:
- Difference-of-Entropies (DoE) Estimator☆25Updated 3 years ago
- [ICLR 2021] "Learning a Minimax Optimizer: A Pilot Study" by Jiayi Shen*, Xiaohan Chen*, Howard Heaton*, Tianlong Chen, Jialin Liu, Wotao…☆15Updated 3 years ago
- Mutual Information Neural Entropic Estimation☆26Updated 2 years ago
- PyTorch implementation of Representation Learning with Contrastive Predictive Coding by Van den Oord et al. (2018)☆88Updated 3 years ago
- A Tensorflow implementation Mutual Information estimation methods☆48Updated 2 years ago
- Robust Learning with the Hilbert-Schmidt Independence Criterion☆48Updated 5 years ago
- Implementation of a PyTorch Mutual Information Estimation Toolkit☆21Updated last year
- A Pytorch implementation of missing data imputation using optimal transport.☆104Updated 4 years ago
- Conditional Mutual Informaation Neural Estimator☆14Updated 5 years ago
- Complex domain recurrent neural network gating and Stiefel-manifold optimization in TensorFlow, Neural Information Processing Systems (Ne…☆50Updated 4 years ago
- Official PyTorch implementation of Hyperbolic Neural Networks++☆78Updated 4 years ago
- Learning Autoencoders with Relational Regularization☆46Updated 5 years ago
- Pytorch Implementation of the Nonlinear Information Bottleneck☆40Updated last year
- Classifier based mutual information, conditional mutual information estimation; conditional independence testing☆35Updated 6 years ago
- ☆42Updated 3 years ago
- PyTorch implementation for the ICLR 2020 paper "Understanding the Limitations of Variational Mutual Information Estimators"☆77Updated 5 years ago
- Code for paper: SDE-Net: Equipping Deep Neural network with Uncertainty Estimates☆116Updated 5 years ago
- Code for ICML2020 paper - CLUB: A Contrastive Log-ratio Upper Bound of Mutual Information☆349Updated last year
- Deep Learning Model for Signal Data☆91Updated 6 years ago
- ☆33Updated 4 years ago
- Code accompanying the NeurIPS 2019 paper "GOT: An Optimal Transport framework for Graph comparison"☆43Updated 2 years ago
- ☆42Updated 5 years ago
- ☆31Updated 4 years ago
- Variational autoencoders: VAE, gaussian mixture VAE (GMVAE), and a basic ladder VAE (LVAE)☆47Updated 5 years ago
- This is the code for the paper Embrace the Gap: VAEs perform Independent Mechanism Analysis, showing that optimizing the ELBO is equivale…☆23Updated last year
- Diagnosing Vulnerability of Variational Auto-Encoders to Adversarial Attacks☆13Updated 3 years ago
- Bayesian Attention Modules☆35Updated 4 years ago
- Deep generative modeling for time-stamped heterogeneous data, enabling high-fidelity models for a large variety of spatio-temporal domain…☆105Updated 3 years ago
- ☆42Updated 5 years ago
- Code for the paper "Disentanglement by Nonlinear ICA with General Incompressible-flow Networks (GIN)" (2020)☆33Updated 4 years ago