RealRui's repositories

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fed_cvae

Code for novel methods for one-shot Federated Learning under high statistical heterogeneity.

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FederatedScope

An easy-to-use federated learning platform

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FedFed

[NeurIPS'23] FedFed: Feature Distillation against Data Heterogeneity in Federated Learning

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FedFormer

FedFormer: Contextual Federation with Attention in Reinforcement Learning (AAMAS 2023)

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FEDORA

[FL-ICML 2023] Code for Federated Ensemble-Directed Offline Reinforcement Learning

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FedOV

Towards Addressing Label Skews in One-Shot Federated Learning (ICLR 2023)

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FedPAC

Simplified Implementation of FedPAC

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FLASH-RL

FLASH-RL (Federated Learning Addressing System and Static Heterogeneity using Reinforcement Learning) is a novel and effective strategy for client selection in Federated Learning using Reinforcement Learning to address heterogeneity problems.

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FoodSAM

FoodSAM: Any Food Segmentation

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ICCV-2023-FedETF

The is the official implementation of ICCV 2023 paper "No Fear of Classifier Biases: Neural Collapse Inspired Federated Learning with Synthetic and Fixed Classifier".

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ICML-2023-FedLAW

The is the official implementation of ICML 2023 paper "Revisiting Weighted Aggregation in Federated Learning with Neural Networks".

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MarsFL

Federated Learning for Generalization, Robustness, Fairness: A Survey and Benchmark

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MaT-FL

[CVPRW 2023] "Many-Task Federated Learning: A New Problem Setting and A Simple Baseline" by Ruisi Cai, Xiaohan Chen, Shiwei Liu, Jayanth Srinivasa, Myungjin Lee, Ramana Kompella, Zhangyang Wang

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medperf

An open benchmarking platform for medical artificial intelligence using Federated Evaluation.

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MobileSAM

This is the official code for MobileSAM project that makes SAM lightweight for mobile applications and beyond!

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mufc

A federated clustering approach with the corresponding unlearning mechanism (ICLR 2023)

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MultigraphFL

Reducing Training Time in Cross-Silo Federated Learning using Multigraph Topology (ICCV 23)

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PersonalizedFL

Personalized federated learning codebase for research

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ProG

All in One: Multi-task Prompting for Graph Neural Networks, KDD 2023.

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