activity
20162024
most citedEstimating Information Flow in Deep Neural Networks

19 citations · 27 across the 7 of their papers we have counts for

collaborators

7 papers

quant-ph2024

Controlization Schemes Based on Orthogonal Arrays

Anirban Chowdhury, Ewout van den Berg, Pawel Wocjan

Realizing controlled operations is fundamental to the design and execution of quantum algorithms. In quantum simulation and learning of quantum many-body systems, an important subr…

quant-ph2019★ 2 cited

On sets of commuting and anticommuting Paulis

Rahul Sarkar, Ewout van den Berg

In this work we study the structure and cardinality of maximal sets of commuting and anticommuting Paulis in the setting of the abelian Pauli group. We provide necessary and suffic…

quant-ph2019★ 4 cited

Practical sampling schemes for quantum phase estimation

Ewout van den Berg

In this work we consider practical implementations of Kitaev's algorithm for quantum phase estimation. We analyze the use of phase shifts that simplify the estimation of successive…

cs.MS2018

The Ocean Tensor Package

Ewout van den Berg

Matrix and tensor operations form the basis of a wide range of fields and applications, and in many cases constitute a substantial part of the overall computational complexity. The…

cs.LG2018★ 19 cited

Estimating Information Flow in Deep Neural Networks

Ziv Goldfeld, Ewout van den Berg, Kristjan Greenewald +4

We study the flow of information and the evolution of internal representations during deep neural network (DNN) training, aiming to demystify the compression aspect of the informat…

cs.LG2016

Training variance and performance evaluation of neural networks in speech

Ewout van den Berg, Bhuvana Ramabhadran, Michael Picheny

In this work we study variance in the results of neural network training on a wide variety of configurations in automatic speech recognition. Although this variance itself is well…