EdgeDRM learns neighbor-only expert referral for decentralized federated learning
Queries move only between neighboring clients, and only visited clients contribute to the final prediction.
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Stories tagged #decentralized-learning
A Decentralized Partially Observable Team Decision Methodology with Delayed Information Sharing
A paper gives decentralized agents a way to learn team policies from delayed shared observations.
When Topology Betrays Privacy: Lattice-Based Reconstruction Attacks on Secure Aggregation in Decentralized Federated Learning
Researchers show colluding nodes in decentralized federated learning can reconstruct private updates despite secure aggregation, using lattice-based attacks tied to the Hidden Subset Sum Problem.