Breaching privacy in federated learning scenarios for vision and text
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Apr 17, 2024 - Python
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decentralized-learning
Here are 17 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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Dec 10, 2024 - 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
[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
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
[TMLR] CoDeC: Communication-Efficient Decentralized Continual Learning
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Apr 17, 2024 - Python
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
code for "Beyond Exponential Graph: Communication-Efficient Topologies for Decentralized Learning via Finite-time Convergence"
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Oct 8, 2023 - Jupyter Notebook
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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Oct 20, 2024
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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May 17, 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
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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Jun 27, 2024 - Jupyter Notebook
pytorch implementation of Optimization as a Model for Few-shot Learning
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Feb 26, 2019 - Python
Handwritten Digit Classification using Federated Learning
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Jan 22, 2024 - Jupyter Notebook
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