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realrui's Projects

fedgen icon fedgen

Code and data accompanying the FedGen paper

fedgraphnn icon fedgraphnn

A Research-oriented Federated Learning Library and Benchmark Platform for Graph Neural Networks. Accepted to ICLR'2021 - DPML and MLSys'21 - GNNSys workshops.

fedgs icon fedgs

FedGS: A Federated Group Synchronization Framework Implemented by LEAF-MX.

fedml icon fedml

FedML - The federated learning and analytics library enabling secure and collaborative machine learning on decentralized data anywhere at any scale. Supporting large-scale cross-silo federated learning, cross-device federated learning on smartphones/IoTs, and research simulation. MLOps and App Marketplace are also enabled (https://open.fedml.ai).

fednova icon fednova

PyTorch implementation of FedNova (NeurIPS 2020), and a class of federated learning algorithms, including FedAvg, FedProx.

fedpaq-mnist-implemenation icon fedpaq-mnist-implemenation

An implementation of FedPAQ using different experimental parameters. We will be looking at different variations of how, r(number of clients to be selected), t (local epochs) and s (Quantizer levels))

fedprox icon fedprox

Federated Optimization in Heterogeneous Networks (MLSys '20)

fedscale icon fedscale

FedScale is a scalable and extensible open-source federated learning (FL) platform.

fedtorch icon fedtorch

FedTorch is a generic repository for benchmarking different federated and distributed learning algorithms using PyTorch Distributed API.

fl-sc-niid icon fl-sc-niid

Rethinking Data Heterogeneity in Federated Learning: Introducing a New Notion and Standard Benchmarks

flis icon flis

FLIS: Clustered Federated Learning via Inference Similarity for Non-IID Data Distribution

flsim icon flsim

Federated Learning Simulator (FLSim) is a flexible, standalone core library that simulates FL settings with a minimal, easy-to-use API. FLSim is domain-agnostic and accommodates many use cases such as vision and text.

flsim-1 icon flsim-1

A simulation framework for Federated Learning written in PyTorch

framework icon framework

Machine learning, computer vision, statistics and general scientific computing for .NET

gkengine icon gkengine

A cross-platform game engine with cutting-edge real-time rendering tech & fantastic speed.

graphgym icon graphgym

Platform for designing and evaluating Graph Neural Networks (GNN)

ifca icon ifca

Codebase for An Efficient Framework for Clustered Federated Learning.

imm_engine icon imm_engine

immature engine, a small 3D game engine with poor features

leaf icon leaf

Leaf: A Benchmark for Federated Settings

maker icon maker

Source code for the IJCAI 2022 paper "Meta-Learning Based Knowledge Extrapolation for Knowledge Graphs in the Federated Setting"

mdistiller-1 icon mdistiller-1

The official implementation of [CVPR2022] Decoupled Knowledge Distillation https://arxiv.org/abs/2203.08679

minko icon minko

3D framework for web, desktop and mobile devices.

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