Popular GitHub Repositories for Generalization Theory

Transfer learning / domain adaptation / domain generalization / multi-task learning etc. Papers, codes, datasets, applications, tutorials.-迁移学习

Numenta Platform for Intelligent Computing is an implementation of Hierarchical Temporal Memory (HTM), a theory of intelligence based strictly on the neuroscience of the neocortex.

Transfer Learning Library for Domain Adaptation, Task Adaptation, and Domain Generalization

Fast and flexible AutoML with learning guarantees.

Highly cited and useful papers related to machine learning, deep learning, AI, game theory, reinforcement learning

Datasets, tools, and benchmarks for representation learning of code.

Artificial intelligence for the Snake game.

A PyTorch library entirely dedicated to neural differential equations, implicit models and related numerical methods

List of papers studying machine learning through the lens of category theory

A PyTorch toolbox for domain generalization, domain adaptation and semi-supervised learning.

关于domain generalization，domain adaptation，causality，robutness，prompt，optimization，generative model各式各样研究的阅读笔记

Corruption and Perturbation Robustness (ICLR 2019)

A curated collection of resources and research related to the geometry of representations in the brain, deep networks, and beyond

Graph Transformer Architecture. Source code for "A Generalization of Transformer Networks to Graphs", DLG-AAAI'21.

Source codes for the book "Reinforcement Learning: Theory and Python Implementation"

Out-of-distribution detection, robustness, and generalization resources. The repository contains a curated list of papers, tutorials, books, videos, articles and open-source libraries etc

AI tutor powered by Theory-of-Mind reasoning

Jupyter Notebooks for Springer book "Python for Probability, Statistics, and Machine Learning"

A research tool for the Iterated Prisoner's Dilemma

Reading list of Instruction-tuning. A trend starts from Natrural-Instruction (ACL 2022), FLAN (ICLR 2022) and T0 (ICLR 2022).