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Python 20 3 Updated Jul 11, 2024

This paper is currently under review by IEEE TCSVT, and the diffusion framework of the FedDiff algorithm part will be disclosed.

Python 14 4 Updated Mar 8, 2024

This repository contains the source code for our MICCAI 2024 paper titled 'CAR-MFL: Cross-Modal Augmentation by Retrieval for Multimodal Federated Learning with Missing Modalities'

Python 23 4 Updated Oct 1, 2024

(AAAI-24) Federated Learning via Input-Output Collaborative Distillation

Python 10 1 Updated Dec 28, 2023

[CVPR 2024] The official repository of our paper "LEAD: Learning Decomposition for Source-free Universal Domain Adaptation"

Python 38 2 Updated Apr 27, 2025
Python 10 2 Updated Nov 21, 2023

Implementation for FedConv: A Learning-on-Model Paradigm for Heterogeneous Federated Clients

Python 22 1 Updated Aug 21, 2024

[NeurIPS 2023] "FedFed: Feature Distillation against Data Heterogeneity in Federated Learning"

Python 116 10 Updated Jul 10, 2025

A new simple method for dataset distillation called Randomized Truncated Backpropagation Through Time (RaT-BPTT)

Python 13 2 Updated Apr 21, 2024

[ICLR 2024] "Data Distillation Can Be Like Vodka: Distilling More Times For Better Quality" by Xuxi Chen*, Yu Yang*, Zhangyang Wang, Baharan Mirzasoleiman

Python 16 Updated May 18, 2024

ICLR 2024, Towards Lossless Dataset Distillation via Difficulty-Aligned Trajectory Matching

Python 102 9 Updated May 23, 2024

Domain Generalization Semantic Segmentation

Python 9 1 Updated Sep 21, 2023

[AAAI24] Official implement of <Beyond Prototypes: Semantic Anchor Regularization for Better Representation Learning>

Python 23 2 Updated Jan 31, 2024

High-Resolution Image Synthesis with Latent Diffusion Models

Jupyter Notebook 13,510 1,684 Updated Feb 29, 2024

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

Python 26 4 Updated Oct 27, 2023
Python 12 4 Updated May 31, 2024

[KDD 2023] FedMultimodal

Python 120 18 Updated May 24, 2025

[ICLR 2023] Multimodal Federated Learning via Contrastive Representation Ensemble

Python 120 21 Updated Dec 20, 2024

[AAAI 2024] FedDAT: An Approach for Foundation Model Finetuning in Multi-Modal Heterogeneous Federated Learning

Python 62 4 Updated Jan 21, 2024

Llama中文社区,最好的中文Llama大模型,完全开源可商用

Python 2 Updated Aug 1, 2023

The Code for "Federated Recommender with Additive Personalization"

Python 39 2 Updated May 28, 2025

Flower: A Friendly Federated AI Framework

Python 6,392 1,095 Updated Nov 6, 2025

Train transformer language models with reinforcement learning.

Python 16,202 2,279 Updated Nov 7, 2025
Python 437 72 Updated Dec 12, 2024

You only need to configure one file to support model heterogeneity. Consistent GPU memory usage for single or multiple clients.

Python 203 11 Updated Sep 1, 2025

Official PyTorch codes of CVPR2022 Oral: Exact Feature Distribution Matching for Arbitrary Style Transfer and Domain Generalization

Python 176 16 Updated Jan 2, 2024

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

Python 1,384 192 Updated Nov 3, 2023

Domain Generalization with MixStyle (ICLR'21)

Python 307 40 Updated Oct 6, 2022

[ACML 2022] Towards Data-Free Knowledge Distillation

Python 7 Updated Dec 24, 2023

The implementation of TIVA

Python 9 Updated May 24, 2024
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