Steven K. Esser

Affiliations:
  • IBM Research, Almaden Research Center, San Jose, USA


According to our database1, Steven K. Esser authored at least 25 papers between 2009 and 2024.

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Bibliography

2024

2023
Efficient and Effective Methods for Mixed Precision Neural Network Quantization for Faster, Energy-efficient Inference.
CoRR, 2023


2020
Learned Step Size quantization.
Proceedings of the 8th International Conference on Learning Representations, 2020

2019
TrueNorth: Accelerating From Zero to 64 Million Neurons in 10 Years.
Computer, 2019

Discovering Low-Precision Networks Close to Full-Precision Networks for Efficient Inference.
Proceedings of the Fifth Workshop on Energy Efficient Machine Learning and Cognitive Computing, 2019

2018
Low Precision Policy Distillation with Application to Low-Power, Real-time Sensation-Cognition-Action Loop with Neuromorphic Computing.
CoRR, 2018

Discovering Low-Precision Networks Close to Full-Precision Networks for Efficient Embedded Inference.
CoRR, 2018

2017
A Low Power, Fully Event-Based Gesture Recognition System.
Proceedings of the 2017 IEEE Conference on Computer Vision and Pattern Recognition, 2017

2016
Convolutional networks for fast, energy-efficient neuromorphic computing.
Proc. Natl. Acad. Sci. USA, 2016

Deep neural networks are robust to weight binarization and other non-linear distortions.
CoRR, 2016

Structured Convolution Matrices for Energy-efficient Deep learning.
CoRR, 2016


2015
Visual saliency on networks of neurosynaptic cores.
IBM J. Res. Dev., 2015

Backpropagation for Energy-Efficient Neuromorphic Computing.
Proceedings of the Advances in Neural Information Processing Systems 28: Annual Conference on Neural Information Processing Systems 2015, 2015

2014

2013

Cognitive computing building block: A versatile and efficient digital neuron model for neurosynaptic cores.
Proceedings of the 2013 International Joint Conference on Neural Networks, 2013

Cognitive computing programming paradigm: A Corelet Language for composing networks of neurosynaptic cores.
Proceedings of the 2013 International Joint Conference on Neural Networks, 2013

2012
Compass: a scalable simulator for an architecture for cognitive computing.
Proceedings of the SC Conference on High Performance Computing Networking, 2012

Building block of a programmable neuromorphic substrate: A digital neurosynaptic core.
Proceedings of the 2012 International Joint Conference on Neural Networks (IJCNN), 2012

2011
Cognitive computing.
Commun. ACM, 2011

A 45nm CMOS neuromorphic chip with a scalable architecture for learning in networks of spiking neurons.
Proceedings of the 2011 IEEE Custom Integrated Circuits Conference, 2011

2010
Binding sparse spatiotemporal patterns in spiking computation.
Proceedings of the International Joint Conference on Neural Networks, 2010

2009
The cat is out of the bag: cortical simulations with 10<sup>9</sup> neurons, 10<sup>13</sup> synapses.
Proceedings of the ACM/IEEE Conference on High Performance Computing, 2009


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