Search Results for author: Dave Dice

Found 3 papers, 0 papers with code

FedPerm: Private and Robust Federated Learning by Parameter Permutation

no code implementations16 Aug 2022 Hamid Mozaffari, Virendra J. Marathe, Dave Dice

We present FedPerm, a new FL algorithm that addresses both these problems by combining a novel intra-model parameter shuffling technique that amplifies data privacy, with Private Information Retrieval (PIR) based techniques that permit cryptographic aggregation of clients' model updates.

Federated Learning Information Retrieval +2

Optimizing Inference Performance of Transformers on CPUs

no code implementations12 Feb 2021 Dave Dice, Alex Kogan

The Transformer architecture revolutionized the field of natural language processing (NLP).

Question Answering Translation

Hemlock : Compact and Scalable Mutual Exclusion

no code implementations7 Feb 2021 Dave Dice, Alex Kogan

We present Hemlock, a novel mutual exclusion locking algorithm that is extremely compact, requiring just one word per thread plus one word per lock, but which still provides local spinning in most circumstances, high throughput under contention, and low latency in the uncontended case.

Distributed, Parallel, and Cluster Computing Operating Systems D.4.1

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