learning-theory

🔬 Research Framework for Single and Multi-Players 🎰 Multi-Arms Bandits (MAB) Algorithms, implementing all the state-of-the-art algorithms for single-player (UCB, KL-UCB, Thompson...) and multi-player (MusicalChair, MEGA, rhoRand, MCTop/RandTopM etc).. Available on PyPI:https://pypi.org/project/SMPyBandits/ and documentation on

python open-source research internet-of-things simulations multi-arm-bandits multi-armed-bandit learning-theory bandit-algorithms cognitive-radio

UpdatedApr 30, 2024
Jupyter Notebook

Guyanqi /Awesome-Privacy

Star345

Repository for collection of research papers on privacy.

machine-learning privacy paper awesome-list differential-privacy learning-theory

UpdatedJul 19, 2024

FranxYao /Distributional-Generalization-in-Natural-Language-Processing

Star88

Distributional Generalization in NLP. A roadmap.

semantics semantic-parsing learning-theory generalization compositionality compositional-generalization

UpdatedDec 12, 2022
Jupyter Notebook

Wei2624 /AI_Learning_Hub

Star57

AI Learning Hub for Machine Learning, Deep Learning, Computer Vision and Statistics

machine-learning statistics deep-neural-networks deep-learning machine-learning-algorithms generative-model gaussian-mixture-models regularization expectation-maximization-algorithm variational-inference svm-classifier learningnotes learning-theory k-means-clustering perceptron-learning-algorithm discriminant-analysis

UpdatedOct 6, 2022
HTML

YuanheZ /lean-stat-learning-theory

Star48

The first comprehensive Lean 4 formalization of statistical learning theory, featuring Gaussian Lipschitz concentration and Dudley's entropy integral-establishes a reusable foundation for formalizing ML theory.

formalization formal-mathematics machine-learning-theory learning-theory lean4 high-dimensional-statistics autoformalization statistical-learning-theory

UpdatedFeb 9, 2026
Lean

grasp-lyrl /modelzoo_continual

Star45

Model Zoos for Continual Learning (ICLR 22)

deep-learning pytorch learning-theory lifelong-learning continual-learning iclr2022

UpdatedMay 29, 2023
Python

ajwills72 /catlearn

Star27

Formal Psychological Models of Categorization and Learning

learning open-science psychology cognitive-science categorization learning-theory formal-models open-models

UpdatedMar 31, 2025
R

HamBa-m /scinis-learn

Star17

Scinis-learn is a package of non-OOP functions for Machine Learning developed by young Moroccan AI engineering students from scratch.

python machine-learning functional-programming learning-theory

UpdatedNov 17, 2023
Python

juliusberner /oberwolfach_workshop

Star17

Material for 'Mathematics of Deep Learning Workshop' (Invited Talk)

deep-learning neural-network mathematics approximation learning-theory

UpdatedMar 25, 2023
Jupyter Notebook

nzw0301 /pb-contrastive

Sponsor

Star14

#UAI2020 Codes for PAC-Bayesian Contrastive Unsupervised Representation Learning

pytorch representation-learning learning-theory pac-bayes contrastie-learning

UpdatedMay 23, 2022
Python

yokoxue /HRP

Star13

Code for paper "Efficient Sparse Coding using Hierarchical Riemannian Pursuit," in IEEE Transactions on Signal Processing, Y. Xue, V. K. N. Lau and S. Cai, doi: 10.1109/TSP.2021.3093769.

sparse-coding dictionary-learning learning-theory sample-complexity