Search Results for author: Alexander Tsyplikhin

Found 2 papers, 1 papers with code

NanoBatch Privacy: Enabling fast Differentially Private learning on the IPU

no code implementations24 Sep 2021 Edward H. Lee, Mario Michael Krell, Alexander Tsyplikhin, Victoria Rege, Errol Colak, Kristen W. Yeom

We also provide two extensions: 1) DPSGD for pipelined models and 2) per-layer clipping that is 15x faster than the Opacus implementation on 8x A100s.

Accelerating Simulation-based Inference with Emerging AI Hardware

1 code implementation12 Dec 2020 Sourabh Kulkarni, Alexander Tsyplikhin, Mario Michael Krell, Csaba Andras Moritz

As a proof-of-concept, we demonstrate inference over a probabilistic epidemiology model used to predict the spread of COVID-19.

Epidemiology

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