This repository provides a comprehensive collection of papers focused on Multimodal Federated Learning (MMFL).
☆80Jul 31, 2024Updated 2 years ago
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:
- Official Implementation of paper "Multimodal Federated Learning with Missing Modality via Prototype Mask and Contrast"☆27Mar 24, 2026Updated 4 months ago
- [KDD 2023] FedMultimodal: A Benchmark For Multimodal Federated Learning☆145May 24, 2025Updated last year
- [ICLR 2023] Multimodal Federated Learning via Contrastive Representation Ensemble☆135Dec 20, 2024Updated last year
- [AAAI 2024] FedDAT: An Approach for Foundation Model Finetuning in Multi-Modal Heterogeneous Federated Learning☆66Jan 21, 2024Updated 2 years ago
- Official repository for Towards Multi-modal Transformers in Federated Learning (ECCV2024)☆21Feb 4, 2025Updated 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.
- This repository contains the source code for our MICCAI 2024 paper titled 'CAR-MFL: Cross-Modal Augmentation by Retrieval for Multimodal …☆27Oct 1, 2024Updated last year
- ☆13May 31, 2024Updated 2 years ago
- Official code for "Federated Weakly Supervised Video Anomaly Detection with Multimodal Prompt" (AAAI2025)☆27May 27, 2025Updated last year
- MICCAI2023. "One-shot Federated Learning on Medical Data using Knowledge Distillation with Image Synthesis and Client Model Adaptation"☆19Jan 24, 2024Updated 2 years ago
- Repo for MobiSys 2023 paper: "Harmony: Heterogeneous Multi-Modal Federated Learning through Disentangled Model Training".☆32Mar 22, 2024Updated 2 years ago
- Self-Teaching Notes on Gradient Leakage Attacks against GPT-2 models.☆14Mar 18, 2024Updated 2 years ago
- ☆47Jun 4, 2026Updated 2 months ago
- Federated Meta-Learning for Emotion and Sentiment Aware Multi-modal Complaint Identification☆10May 30, 2024Updated 2 years ago
- You only need to configure one file to support model heterogeneity. Consistent GPU memory usage for single or multiple clients.☆244Apr 23, 2026Updated 3 months ago
- Managed hosting for WordPress and PHP on Cloudways • AdManaged hosting for WordPress, Magento, Laravel, or PHP apps, on multiple cloud providers. Deploy in minutes on Cloudways by DigitalOcean.
- Code for novel methods for one-shot Federated Learning under high statistical heterogeneity.☆19Oct 2, 2023Updated 2 years ago
- FedVCK: Non-IID Robust and Communication-Efficient Federated Learning via Valuable Condensed Knowledge for Medical Image Analysis, Accept…☆21Feb 19, 2025Updated last year
- The implementation of FedHSSL algorithm published in the paper "A Hybrid Self-Supervised Learning Framework for Vertical Federated Learni…☆14Jul 13, 2024Updated 2 years ago
- Latest Advances on Federated LLM Learning☆111Jul 7, 2025Updated last year
- (CVPR 2024) FLHetBench: Benchmarking Device and State Heterogeneity in Federated Learning☆19Jun 21, 2024Updated 2 years ago
- Repo for MobiCom 2024 paper: "ADMarker: A Multi-Modal Federated Learning System for Monitoring Digital Biomarkers of Alzheimer’s Disease"…☆18Mar 24, 2024Updated 2 years ago
- ☆12Jan 23, 2024Updated 2 years ago
- ☆15Sep 14, 2023Updated 2 years ago
- Code for the MICCAI 2024 Paper: "FedMedICL: Towards Holistic Evaluation of Distribution Shifts in Federated Medical Imaging"☆13Jul 6, 2024Updated 2 years ago
- GPU virtual machines on DigitalOcean Gradient AI • AdGet to production fast with high-performance AMD and NVIDIA GPUs you can spin up in seconds. The definition of operational simplicity.
- AAAI 2024 accepted paper, FedTGP: Trainable Global Prototypes with Adaptive-Margin-Enhanced Contrastive Learning for Data and Model Heter…☆76Dec 27, 2024Updated last year
- ☆14Jan 16, 2024Updated 2 years ago
- Global and Local Prompts Cooperation via Optimal Transport for Federated Learning☆55Apr 3, 2024Updated 2 years ago
- ☆14May 16, 2024Updated 2 years ago
- [NeurIPS 2024] Federated Learning from Vision-Language Foundation Models: Theoretical Analysis and Method☆16Oct 1, 2024Updated last year
- This is the code for my master thesis.☆19Aug 18, 2022Updated 3 years ago
- Experiments of the DAI in Healthcare project - skin lesions images use case - using Flower☆17Jul 6, 2022Updated 4 years ago
- Federated Learning in CVPR2024☆24Jun 6, 2024Updated 2 years ago
- ☆29Jan 25, 2025Updated last year
- Proton VPN Special Offer - Get 70% off • AdSpecial partner offer. Trusted by over 100 million users worldwide. Tested, Approved and Recommended by Experts.
- [AAAI 2025] This repo is the official implementation of paper "SemiDFL: A Semi-Supervised Paradigm for Decentralized Federated Learning"☆25Apr 20, 2025Updated last year
- Official PyTorch implementation of DENSE (NeurIPS 2022)☆35Dec 11, 2022Updated 3 years ago
- Official PyTorch implementation for the ICML 2023 paper "Out-of-Distribution Generalization of Federated Learning via Implicit Invariant …☆14Oct 31, 2023Updated 2 years ago
- [ACM EuroSys'24] Dordis: Efficient Federated Learning with Dropout-Resilient Differential Privacy☆24Apr 28, 2025Updated last year
- (AAAI-24) Federated Learning via Input-Output Collaborative Distillation☆11Dec 28, 2023Updated 2 years ago
- ☆19Jul 13, 2025Updated last year
- This is a collection of research papers for Federated Learning for Large Language Models (FedLLM). And the repository will be continuousl…☆104Jul 17, 2025Updated last year