Communication

Noiseless Privacy-Preserving Decentralized Learning
A privacy preserving decentralized learning system based on virtual identities and model chunking.
Sayan Biswas, Mathieu Even, Anne-Marie Kermarrec, Laurent Massoulié, Rafael Pires, Rishi Sharma, Martijn de Vos
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Fair Decentralized Learning
Exposing and mitigating fairness issues in Decentralized Learning.
Sayan Biswas, Anne-Marie Kermarrec, Rishi Sharma, Thibaud Trina, Martijn de Vos
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Revisiting Ensembling in One-Shot Federated Learning
A pseudo one-shot FL algorithm for settings with high data heterogeneity.
Youssef Allouah, Akash Dhasade, Rachid Guerraoui, Nirupam Gupta, Anne-Marie Kermarrec, Rafael Pinot, Rafael Pires, Rishi Sharma
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Epidemic Learning: Boosting Decentralized Learning with Randomized Communication
A randomized topology based decentralized learning algorithm.
Martijn de Vos, Sadegh Farhadkhani, Rachid Guerraoui, Anne-Marie Kermarrec, Rafael Pires, Rishi Sharma
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Get More for Less in Decentralized Learning Systems
A sparsification-based communication-efficient decentralized learning system.
Akash Dhasade, Anne-Marie Kermarrec, Rafael Pires, Rishi Sharma, Milos Vujasinovic, Jeffrey Wigger
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