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Top 4 mutual-information open source projects

CIKM2020-S3Rec

Code for CIKM2020 "S3-Rec: Self-Supervised Learning for Sequential Recommendation with Mutual Information Maximization"

✭ 150

python mutual-information self-supervised-learning sequential-recommendation

MINE

Mutual Information Neural Estimator implemented in Tensorflow

✭ 43

Jupyter Notebook tensorflow mine mutual-information mutual-information-neural-estimator

CausalityTools.jl

Algorithms for causal inference and the detection of dynamical coupling from time series, and for approximation of the transfer operator and invariant measures.

✭ 45

julia entropy time-series julia-language causal-inference mutual-information transfer-entropy cross-mapping predictive-asymmetry surrogate-data

PC3-pytorch

Predictive Coding for Locally-Linear Control (ICML-2020)

✭ 16

python representation-learning optimal-control mutual-information contrastive-predictive-coding

1-4 of 4 mutual-information projects