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Md Sirajul Islam's Projects

flexcfl icon flexcfl

FlexCFL: A clustered federated learning framework based on TF2.0. Support frameworks: FlexCFL, FedGroup, FedAvg, IFCA, FeSEM, et al.

flis icon flis

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

flower icon flower

Flower - A Friendly Federated Learning Framework

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.

heterofl icon heterofl

HeteroFL: Computation and Communication Efficient Federated Learning for Heterogeneous Clients

ifca icon ifca

Codebase for An Efficient Framework for Clustered Federated Learning.

knn-per icon knn-per

Official code for "Personalized Federated Learning through Local Memorization" (ICML'22)

leaf icon leaf

Leaf: A Benchmark for Federated Settings

lg-fedavg icon lg-fedavg

[NeurIPS 2019 FL workshop] Federated Learning with Local and Global Representations

llm-course icon llm-course

Course to get into Large Language Models (LLMs) with roadmaps and Colab notebooks.

moon icon moon

Model-Contrastive Federated Learning (CVPR 2021)

motley icon motley

A collection of Google research projects related to Federated Learning and Federated Analytics.

oort icon oort

Oort: Efficient Federated Learning via Guided Participant Selection

pfedgp icon pfedgp

Code for Personalized Federated Learning with Gaussian Processes

pfedme icon pfedme

Personalized Federated Learning with Moreau Envelopes (pFedMe) using Pytorch (NeurIPS 2020)

pfl-non-iid icon pfl-non-iid

Personalized federated learning simulation platform with non-IID and unbalanced dataset

pgfed icon pgfed

This repository contains the code for the paper accepted by ICCV-2023: PGFed: Personalize Each Client’s Global Objective for Federated Learning.

plato icon plato

A new scalable federated learning research framework

progfed icon progfed

[ICML2022] ProgFed: Effective, Communication, and Computation Efficient Federated Learning by Progressive Training

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