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Byzantine machine learning: A primer
The problem of Byzantine resilience in distributed machine learning, aka Byzantine machine
learning, consists of designing distributed algorithms that can train an accurate model …
learning, consists of designing distributed algorithms that can train an accurate model …
Attack of the tails: Yes, you really can backdoor federated learning
Due to its decentralized nature, Federated Learning (FL) lends itself to adversarial attacks in
the form of backdoors during training. The goal of a backdoor is to corrupt the performance …
the form of backdoors during training. The goal of a backdoor is to corrupt the performance …
Byzantine-robust decentralized learning via clippedgossip
L He, SP Karimireddy, M Jaggi - ar** an ever-increasing (in size and importance) portion of our lives, including, but not …
Byzantine fault-tolerance in peer-to-peer distributed gradient-descent
We consider the problem of Byzantine fault-tolerance in the peer-to-peer (P2P) distributed
gradient-descent method--a prominent algorithm for distributed optimization in a P2P …
gradient-descent method--a prominent algorithm for distributed optimization in a P2P …