no code implementations • 16 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.
no code implementations • 12 Feb 2021 • Dave Dice, Alex Kogan
The Transformer architecture revolutionized the field of natural language processing (NLP).
no code implementations • 7 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