J. Bernstein

Publications
Influence

signSGD: compressed optimisation for non-convex problems

J. Bernstein, Yu-Xiang Wang, Kamyar Azizzadenesheli, Anima Anandkumar
Computer Science, Mathematics
ICML
13 February 2018

We prove that signSGD can get the best of both worlds: compressed gradients and SGD-level convergence rate. Expand

J. Schwinger, J. Bernstein
Physics
1 October 1971

Electrodynamics * Two-Particle Interactions. Non-relativistic Discussion * Two-Particle Interactions. Relativistic Theory I * Two-Particle Interactions. Relativistic Theory II * Photon Propagation… Expand

Stochastic Activation Pruning for Robust Adversarial Defense

Guneet S. Dhillon, Kamyar Azizzadenesheli, +4 authors Anima Anandkumar
Computer Science, Mathematics
ICLR
15 February 2018

We propose Stochastic Activation Pruning (SAP), a mixed strategy for adversarial defense. Expand

Kinetic theory in the expanding universe

J. Bernstein
Physics
1 August 1988

Preface 1. Tools: relativity 2. Tools: cosmodynamics 3. Tools: kinetic theory 4. The canonical example 5. The generalized Lee-Weinberg problem: background 6. The generalized Lee-Weinberg problem:… Expand

signSGD with Majority Vote is Communication Efficient and Fault Tolerant

J. Bernstein, Jiawei Zhao, Kamyar Azizzadenesheli, Anima Anandkumar
Computer Science
ICLR
27 September 2018

SignSGD is a robust, communication-efficient learning algorithm for large datasets that uses 32× less communication per iteration than full-precision, distributed SGD. Expand

signSGD with Majority Vote is Communication Efficient And Byzantine Fault Tolerant

J. Bernstein, Jiawei Zhao, Kamyar Azizzadenesheli, Anima Anandkumar
Computer Science
ArXiv
11 October 2018

We explore a particularly simple algorithm for robust, communication-efficient learning---signSGD. Expand

Cosmological helium production simplified

The authors present a simplified model of helium synthesis in the early universe. The purpose of the model is to explain clearly the physical ideas relevant to the cosmological helium synthesis in a… Expand

Elementary Particles And Their Currents

J. Bernstein, C. Ryan
Physics
1969

Hitler’s Uranium Club: The Secret Recordings at Farm Hall

J. Bernstein, D. Hoffmann
Physics
1 April 1997

Prologue: The Uranium Club.- I: Settling in.- II: The Bomb Drops.- III: Putting the Pieces Together.- IV: Looking to the Future.- V: Looking toward Home.- VI: A Nobel for Otto Hahn.- Epilogue:… Expand

ELECTROMAGNETIC PROPERTIES OF THE NEUTRINO

A detailed survey of the experimental information on the neutrino charge, charge radius, and magnetic moment is made. Both weak-interaction data and astrophysical results can be used to give precise… Expand

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