Get our free extension to see links to code for papers anywhere online!

Chrome logo Add to Chrome

Firefox logo Add to Firefox

Spiking Generative Adversarial Networks With a Neural Network Discriminator: Local Training, Bayesian Models, and Continual Meta-Learning


Nov 02, 2021
Bleema Rosenfeld, Osvaldo Simeone, Bipin Rajendran


  Access Paper or Ask Questions

Fast On-Device Adaptation for Spiking Neural Networks via Online-Within-Online Meta-Learning


Feb 21, 2021
Bleema Rosenfeld, Bipin Rajendran, Osvaldo Simeone

* Accepted for publication at DSLW 2021 

  Access Paper or Ask Questions

Hybrid In-memory Computing Architecture for the Training of Deep Neural Networks


Feb 10, 2021
Vinay Joshi, Wangxin He, Jae-sun Seo, Bipin Rajendran

* Accepted at ISCAS 2021 for publication 

  Access Paper or Ask Questions

SpinAPS: A High-Performance Spintronic Accelerator for Probabilistic Spiking Neural Networks


Aug 05, 2020
Anakha V Babu, Osvaldo Simeone, Bipin Rajendran

* 25 pages, 10 figures, Submitted to Elsevier Neural Networks for review 

  Access Paper or Ask Questions

Memristors -- from In-memory computing, Deep Learning Acceleration, Spiking Neural Networks, to the Future of Neuromorphic and Bio-inspired Computing


Apr 30, 2020
Adnan Mehonic, Abu Sebastian, Bipin Rajendran, Osvaldo Simeone, Eleni Vasilaki, Anthony J. Kenyon

* Keywords: memristor, neuromorphic, AI, deep learning, spiking neural networks, in-memory computing 

  Access Paper or Ask Questions

ESSOP: Efficient and Scalable Stochastic Outer Product Architecture for Deep Learning


Mar 25, 2020
Vinay Joshi, Geethan Karunaratne, Manuel Le Gallo, Irem Boybat, Christophe Piveteau, Abu Sebastian, Bipin Rajendran, Evangelos Eleftheriou

* 5 pages. 5 figures. Accepted at ISCAS 2020 for publication 

  Access Paper or Ask Questions

Supervised Learning in Spiking Neural Networks with Phase-Change Memory Synapses


May 28, 2019
S. R. Nandakumar, Irem Boybat, Manuel Le Gallo, Evangelos Eleftheriou, Abu Sebastian, Bipin Rajendran


  Access Paper or Ask Questions

Low-Power Neuromorphic Hardware for Signal Processing Applications


Jan 11, 2019
Bipin Rajendran, Abu Sebastian, Michael Schmuker, Narayan Srinivasa, Evangelos Eleftheriou

* 20 pages, 7 figures, submitted to Special Issue on Learning Algorithms and Signal Processing for Brain-Inspired Computing in the IEEE Signal Processing Magazine 

  Access Paper or Ask Questions

Learning First-to-Spike Policies for Neuromorphic Control Using Policy Gradients


Oct 25, 2018
Bleema Rosenfeld, Osvaldo Simeone, Bipin Rajendran

* Submitted for conference publication 

  Access Paper or Ask Questions

Adversarial Training for Probabilistic Spiking Neural Networks


Feb 26, 2018
Alireza Bagheri, Osvaldo Simeone, Bipin Rajendran

* Submitted for possible publication. arXiv admin note: text overlap with arXiv:1710.10704 

  Access Paper or Ask Questions

Training Probabilistic Spiking Neural Networks with First-to-spike Decoding


Feb 22, 2018
Alireza Bagheri, Osvaldo Simeone, Bipin Rajendran

* A shorter version will be published on Proc. IEEE ICASSP 2018 

  Access Paper or Ask Questions

Stochastic Deep Learning in Memristive Networks


Nov 09, 2017
Anakha V Babu, Bipin Rajendran

* 4 pages, 5 figures, accepted at ICECS 2017 

  Access Paper or Ask Questions

Learning and Real-time Classification of Hand-written Digits With Spiking Neural Networks


Nov 09, 2017
Shruti R. Kulkarni, John M. Alexiades, Bipin Rajendran

* 4 pages, 4 figures, 1 table, accepted at ICECS 2017 

  Access Paper or Ask Questions

Sub-threshold CMOS Spiking Neuron Circuit Design for Navigation Inspired by C. elegans Chemotaxis


Oct 29, 2014
Shibani Santurkar, Bipin Rajendran


  Access Paper or Ask Questions

A neural circuit for navigation inspired by C. elegans Chemotaxis


Oct 29, 2014
Shibani Santurkar, Bipin Rajendran


  Access Paper or Ask Questions