This repository provides a comprehensive collection of papers focused on Multimodal Federated Learning (MMFL).
☆80Jul 31, 2024Updated last year
Alternatives and similar repositories for MMFL
Users that are interested in MMFL are comparing it to the libraries listed below. We may earn a commission when you buy through links labeled 'Ad' on this page.
Sorting:
- [KDD 2023] FedMultimodal: A Benchmark For Multimodal Federated Learning☆143May 24, 2025Updated 11 months ago
- [ICLR 2023] Multimodal Federated Learning via Contrastive Representation Ensemble☆132Dec 20, 2024Updated last year
- Official Implementation of paper "Multimodal Federated Learning with Missing Modality via Prototype Mask and Contrast"☆27Mar 24, 2026Updated last month
- [AAAI 2024] FedDAT: An Approach for Foundation Model Finetuning in Multi-Modal Heterogeneous Federated Learning☆66Jan 21, 2024Updated 2 years ago
- ☆13May 31, 2024Updated last year
- Deploy to Railway using AI coding agents - Free Credits Offer • AdUse Claude Code, Codex, OpenCode, and more. Autonomous software development now has the infrastructure to match with Railway.
- Official repository for Towards Multi-modal Transformers in Federated Learning (ECCV2024)☆21Feb 4, 2025Updated last year
- This repository contains the source code for our MICCAI 2024 paper titled 'CAR-MFL: Cross-Modal Augmentation by Retrieval for Multimodal …☆26Oct 1, 2024Updated last year
- Self-Teaching Notes on Gradient Leakage Attacks against GPT-2 models.☆14Mar 18, 2024Updated 2 years ago
- MICCAI2023. "One-shot Federated Learning on Medical Data using Knowledge Distillation with Image Synthesis and Client Model Adaptation"☆19Jan 24, 2024Updated 2 years ago
- Federated Meta-Learning for Emotion and Sentiment Aware Multi-modal Complaint Identification☆10May 30, 2024Updated last year
- FedVCK: Non-IID Robust and Communication-Efficient Federated Learning via Valuable Condensed Knowledge for Medical Image Analysis, Accept…☆20Feb 19, 2025Updated last year
- Code for novel methods for one-shot Federated Learning under high statistical heterogeneity.☆18Oct 2, 2023Updated 2 years ago
- Official code for "Federated Weakly Supervised Video Anomaly Detection with Multimodal Prompt" (AAAI2025)☆27May 27, 2025Updated 11 months ago
- The implementation of FedHSSL algorithm published in the paper "A Hybrid Self-Supervised Learning Framework for Vertical Federated Learni…☆14Jul 13, 2024Updated last year
- Deploy on Railway without the complexity - Free Credits Offer • AdConnect your repo and Railway handles the rest with instant previews. Quickly provision container image services, databases, and storage volumes.
- Repo for MobiSys 2023 paper: "Harmony: Heterogeneous Multi-Modal Federated Learning through Disentangled Model Training".☆32Mar 22, 2024Updated 2 years ago
- ☆13Sep 14, 2023Updated 2 years ago
- (CVPR 2024) FLHetBench: Benchmarking Device and State Heterogeneity in Federated Learning☆20Jun 21, 2024Updated last year
- Federated Learning in CVPR2024☆24Jun 6, 2024Updated last year
- ☆14May 16, 2024Updated last year
- ✨✨A curated list of latest advances on Large Foundation Models with Federated Learning☆153Jan 21, 2026Updated 3 months ago
- [ACM EuroSys'24] Dordis: Efficient Federated Learning with Dropout-Resilient Differential Privacy☆24Apr 28, 2025Updated last year
- ☆35Nov 8, 2023Updated 2 years ago
- Official PyTorch implementation for the ICML 2023 paper "Out-of-Distribution Generalization of Federated Learning via Implicit Invariant …☆13Oct 31, 2023Updated 2 years ago
- Deploy on Railway without the complexity - Free Credits Offer • AdConnect your repo and Railway handles the rest with instant previews. Quickly provision container image services, databases, and storage volumes.
- Official PyTorch implementation of DENSE (NeurIPS 2022)☆35Dec 11, 2022Updated 3 years ago
- (AAAI-24) Federated Learning via Input-Output Collaborative Distillation☆11Dec 28, 2023Updated 2 years ago
- Compressed Vertical Federated Learning simulation code☆16Apr 11, 2023Updated 3 years ago
- [MICCAI 2023] GRACE: Enhancing Federated Learning for Medical Imaging with Generalized and Personalized Gradient Correction☆17Jun 29, 2023Updated 2 years ago
- This is a collection of research papers for Federated Learning for Large Language Models (FedLLM). And the repository will be continuousl…☆103Jul 17, 2025Updated 9 months ago
- This paper is currently under review by IEEE TCSVT, and the diffusion framework of the FedDiff algorithm part will be disclosed.☆14Mar 8, 2024Updated 2 years ago
- Paper: UniTrans: A Unified Vertical Federated Knowledge Transfer Framework for Enhancing Cross-Hospital Collaboration☆16Dec 31, 2024Updated last year
- ☆22Sep 6, 2021Updated 4 years ago
- Global and Local Prompts Cooperation via Optimal Transport for Federated Learning☆52Apr 3, 2024Updated 2 years ago
- Deploy on Railway without the complexity - Free Credits Offer • AdConnect your repo and Railway handles the rest with instant previews. Quickly provision container image services, databases, and storage volumes.
- AAAI 2024 accepted paper, FedTGP: Trainable Global Prototypes with Adaptive-Margin-Enhanced Contrastive Learning for Data and Model Heter…☆68Dec 27, 2024Updated last year
- Medical multi-modal learning with missing modality data (MLHC 2023)☆15Aug 1, 2023Updated 2 years ago
- FedD3: Federated Learning via Decentralized Dataset Distillation☆30Apr 8, 2023Updated 3 years ago
- The implementation of FedBCD algorithm published in the paper "FedBCD: A Communication-Efficient Collaborative Learning Framework for Dis…☆16Jul 2, 2024Updated last year
- Federated Conformal Prediction with Quantile-of-Quantiles (FedCP-QQ)☆11Aug 16, 2023Updated 2 years ago
- Master Federated Learning in 2 Hours—Run It on Your PC!☆2,117Jan 25, 2026Updated 3 months ago
- Benchmark of federated learning. Dedicated to the community. 🤗☆675Jan 25, 2026Updated 3 months ago