Breaching privacy in federated learning scenarios for vision and text
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Jan 24, 2026 - Python
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decentralized-learning
Here are 29 public repositories matching this topic...
DISCO is a code-free and installation-free browser platform that allows any non-technical user to collaboratively train machine learning models without sharing any private data.
machine-learning mobile browser collaborative-learning privacy-preserving federated-learning decentralized-learning
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Aug 7, 2026 - TypeScript
The official implementation of the paper "Topology-aware Generalization of Decentralized SGD"
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Mar 29, 2023 - Python
[ICML 2023] Decentralized SGD and Average-direction SAM are Asymptotically Equivalent
distributed-computing privacy-protection decentralized-learning theoretical-deep-learning generalization-theory
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Dec 4, 2023 - Python
[IEEE TSIPN' 2022] "Scalable Perception-Action-Communication Loops with Convolutional and Graph Neural Networks", by Ting-Kuei Hu, Fernando Gama, Tianlong Chen, Wenqing Zheng, Zhangyang Wang, Alejandro Ribeiro, and Brian M. Sadler
communication decentralized-applications flocking-simulation graph-neural-networks multi-agent-reinforcement-learning decentralized-learning learning-to-control
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Feb 4, 2022 - Python
[TMLR] CoDeC: Communication-Efficient Decentralized Continual Learning
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Apr 17, 2024 - Python
source code of AISTATS 2020 paper: Fully Decentralized Joint Learning of Personalized Models and Collaboration Graphs
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Jun 21, 2022 - Jupyter Notebook
Investigating the reproducibility of federated GNN models
deep-learning feature-selection reproducible-science classification federation reproducibility biomarker-discovery brain-network brain-graph geometric-deep-learning federated-learning interpretable-ai computer-aided-diagnosis graph-neural-networks brain-connectome gnn decentralized-learning brain-diagnosis model-reproducibility
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Dec 2, 2022 - Python
[CVPR 2023] CaPriDe Learning: Confidential and Private Decentralized Learning based on Encryption-friendly Distillation Loss
privacy confidentiality homomorphic-encryption knowledge-distillation federated-learning decentralized-learning
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Jul 3, 2024 - Python
Fine-tuning multimodal models using Parallel Split Learning
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Jul 30, 2025 - Python
A decentralized/P2P federated learning library
python open-source machine-learning deep-learning federated-learning distributed-learning p2p-learning federated-learning-framework decentralized-learning decentralized-federated-learning federated-learning-simulator cross-silo-federated-learning
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Jun 26, 2026 - Python
Device-to-Device (D2D) and assocaited Federated Learning simulation in Python using Pytorch for Learning operations. Implemented simultaneous operation of multiple FL modes.
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Sep 13, 2022 - Python
A blockchain-based ecosystem for Open Educational Resources (OERs) built on Ethereum. This project aims to establish standards and infrastructure for creating, sharing, and managing educational content using blockchain technology.
open-source education ethereum smart-contracts blockchain edtech oer knowledge-sharing decentralized-learning erc-token
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Jan 16, 2025 - Python
A Test Bed for Prototyping Fully-Decentralized ML Experiments
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Apr 8, 2026 - Python
subMFL: Compatible subModel Generation for Federated Learning in Device Heterogeneous Environment
model-pruning model-compression edge-computing resource-constrained-ml federated-learning distributed-learning mobile-edge-agent ondeviceai edge-intelligence decentralized-learning model-personalization statistical-heterogeneity trustworthy-ai model-generalization resource-constrained-devices heterogeneous-environment
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Dec 30, 2024 - Jupyter Notebook
Decentralized and Privacy-Preserving Machine Learning: Exploring the Power of Federated Learning.
deep-learning collaborative-learning edge-devices privacy-preserving federated-learning local-data decentralized-learning
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Jun 4, 2026 - Jupyter Notebook
code for "Beyond Exponential Graph: Communication-Efficient Topologies for Decentralized Learning via Finite-time Convergence"
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Oct 8, 2023 - Jupyter Notebook
FL-Interactive-Game: Interactive web game that teaches basic components of Federated Learning
game machine-learning privacy computer-vision neural-network tensorflow mnist neural-networks interactive-visualizations privacy-enhancing-technologies privacy-protection distributed-training fl federated-learning tensorflowjs federated-learning-framework decentralized-learning
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Nov 24, 2024 - HTML
This is the repository for our paper NTK-DFL, which uses the Neural Tangent Kernel to train models in a decentralized, federated setting.
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Aug 6, 2025 - Python
This repository provides a framework for Federated Prognostics and Health Management (PHM) using Temporal Convolutional Networks (TCN) to predict the Remaining Useful Life (RUL) of industrial assets. Using the NASA CMAPSS dataset, it enables comparative studies between centralized training baselines and federated learning environments.
uncertainty-estimation predictive-maintenance remaining-useful-life failure-prediction federated-learning decentralized-learning cmapss-dataset health-index-prediction
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Jun 21, 2026 - Jupyter Notebook
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