no code implementations • 19 Nov 2022 • Simla Burcu Harma, Ayan Chakraborty, Babak Falsafi, Martin Jaggi, Yunho Oh
The unprecedented growth in DNN model complexity, size, and amount of training data has led to a commensurate increase in demand for computing and a search for minimal encoding.
1 code implementation • 22 Mar 2022 • Ahmet Caner Yüzügüler, Canberk Sönmez, Mario Drumond, Yunho Oh, Babak Falsafi, Pascal Frossard
In this work, we study three key pillars in multi-pod systolic array designs, namely array granularity, interconnect, and tiling.
3 code implementations • 5 Mar 2019 • Atri Bhattacharyya, Alexandra Sandulescu, Matthias Neugschwandtner, Alessandro Sorniotti, Babak Falsafi, Mathias Payer, Anil Kurmus
Spectre, Meltdown, and related attacks have demonstrated that kernels, hypervisors, trusted execution environments, and browsers are prone to information disclosure through micro-architectural weaknesses.
Cryptography and Security
no code implementations • NeurIPS 2018 • Mario Drumond, Tao Lin, Martin Jaggi, Babak Falsafi
We identify block floating point (BFP) as a promising alternative representation since it exhibits wide dynamic range and enables the majority of DNN operations to be performed with fixed-point logic.