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0xdeca10b

Decentralized & Collaborative AI on Blockchain

2dshapley

This is an official repository for "2D-Shapley: A Framework for Fragmented Data Valuation" (ICML2023).

a-unified-game-theoretic-interpretation-of-adversarial-robustness

The official implementation of A Unified Game-Theoretic Interpretation of Adversarial Robustness.

abc

Attribution-based Confidence Experiments from NeurIPS'19 paper

ace

Towards Automatic Concept-based Explanations

adaptive-federated-learning

Code for paper "Adaptive Federated Learning in Resource Constrained Edge Computing Systems"

addressing-class-imbalance-fl

This is the code for Addressing Class Imbalance in Federated Learning (AAAI-2021).

alphazero_gomoku

An implementation of the AlphaZero algorithm for Gomoku (also called Gobang or Five in a Row)

applied-reinforcement-learning

Reinforcement Learning and Decision Making tutorials explained at an intuitive level and with Jupyter Notebooks

attention_flow

awesome-dataset-distillation

Awesome Dataset Distillation Papers

awesome-federated-learning

Federated Learning Library: https://fedml.ai

awesome-federated-learning-1

All materials you need for Federated Learning: blogs, videos, papers, and softwares, etc.

awesome-federated-reinforcement-learning

Publication catalog for research on Federated RL (FRL).

awesome-shapley-value

Reading list for "The Shapley Value in Machine Learning" (JCAI 2022)

backdoor_federated_learning

Source code for paper "How to Backdoor Federated Learning" (https://arxiv.org/abs/1807.00459)

backdoors101

Backdoors Framework for Deep Learning and Federated Learning. A light-weight tool to conduct your research on backdoors.

baselines

OpenAI Baselines: high-quality implementations of reinforcement learning algorithms

bayesian-stackelberg-games

The three algorithms used to solve Bayesian Stackelberg Games have been implemented here.

bayesian_nash_equilibrium_notebook

Bayesian Nash Equilibrium applied to information security risk evaluation and decision making

beta_shapley

Beta Shapley: a Unified and Noise-reduced Data Valuation Framework for Machine Learning (AISTATS 2022 Oral)

blog

Python机器学习算法技术博客，有原创干货！有code实践！

callisto

Entropy based test generation for Machine Learning Systems

cb_ae_dqn

Contextual Bandits Action Elimination DQN

ccf-deadlines

⏰ CCF recommendation conference Deadline Countdowns / Please star this project, thanks~

ccm

cdsgd

Consensus Based Distributed Stochastic Gradient Descent

cg_score

Data Valuation without Training of a Model, submitted to ICLR'23

cimi

clustered-federated-learning

Clustered Federated Learning: Model-Agnostic Distributed Multi-Task Optimization under Privacy Constraints