Title
FFT-Based Deep Learning Deployment in Embedded Systems Sheng Lin Ning Liu M. Nazemi Hongjia Li Caiwen Ding Yanzhi Wang Massoud Pedram 57 54 0 13 Dec 2017
Towards Accurate Binary Convolutional Neural Network Xiaofan Lin Cong Zhao Wei Pan MQ 112 650 0 30 Nov 2017
Bridging the Gap Between Neural Networks and Neuromorphic Hardware with A Neural Network Compiler Yu Ji Youhui Zhang Wenguang Chen Yuan Xie 102 56 0 15 Nov 2017
Efficient Computation in Adaptive Artificial Spiking Neural Networks Davide Zambrano Roeland Nusselder H. Scholte S. Bohté 61 22 0 13 Oct 2017
Neural and Synaptic Array Transceiver: A Brain-Inspired Computing Framework for Embedded Learning Georgios Detorakis Sadique Sheik C. Augustine Somnath Paul Bruno U. Pedroni N. Dutt J. Krichmar Gert Cauwenberghs Emre Neftci 87 29 0 29 Sep 2017
CirCNN: Accelerating and Compressing Deep Neural Networks Using Block-CirculantWeight Matrices Caiwen Ding Siyu Liao Yanzhi Wang Zhe Li Ning Liu ... Yipeng Zhang Jian Tang Qinru Qiu Xinyu Lin Bo Yuan GNN 73 260 0 29 Aug 2017
A scalable multi-core architecture with heterogeneous memory structures for Dynamic Neuromorphic Asynchronous Processors (DYNAPs) S. Moradi Ning Qiao F. Stefanini Giacomo Indiveri 80 487 0 14 Aug 2017
On The Robustness of a Neural Network El-Mahdi El-Mhamdi R. Guerraoui Sébastien Rouault OOD 72 19 0 25 Jul 2017
When Neurons Fail El-Mahdi El-Mhamdi R. Guerraoui 57 36 0 27 Jun 2017
Hardware-efficient on-line learning through pipelined truncated-error backpropagation in binary-state networks H. Elsayed Bruno U. Pedroni Sadique Sheik Gert Cauwenberghs 54 8 0 15 Jun 2017
Spatio-Temporal Backpropagation for Training High-performance Spiking Neural Networks Yujie Wu Lei Deng Guoqi Li Jun Zhu Luping Shi 104 1,040 0 08 Jun 2017
GXNOR-Net: Training deep neural networks with ternary weights and activations without full-precision memory under a unified discretization framework Lei Deng Peng Jiao Jing Pei Zhenzhi Wu Guoqi Li MQ 97 20 0 25 May 2017
First-spike based visual categorization using reward-modulated STDP Milad Mozafari Saeed Reza Kheradpisheh T. Masquelier A. Nowzari-Dalini M. Ganjtabesh 81 159 0 25 May 2017
The High-Dimensional Geometry of Binary Neural Networks Alexander G. Anderson C. P. Berg MQ 91 76 0 19 May 2017
Improving classification accuracy of feedforward neural networks for spiking neuromorphic chips Antonio Jimeno Yepes Jianbin Tang B. Mashford 59 14 0 19 May 2017
A Survey of Neuromorphic Computing and Neural Networks in Hardware Catherine D. Schuman T. Potok Robert M. Patton J. Birdwell Mark E. Dean Garrett S. Rose J. Plank 143 699 0 19 May 2017
Reconfiguring the Imaging Pipeline for Computer Vision Mark Buckler Suren Jayasuriya Adrian Sampson 113 105 0 11 May 2017
Factorization tricks for LSTM networks Oleksii Kuchaiev Boris Ginsburg 104 113 0 31 Mar 2017
Efficient Processing of Deep Neural Networks: A Tutorial and Survey Vivienne Sze Yu-hsin Chen Tien-Ju Yang J. Emer AAML 3DV 120 3,038 0 27 Mar 2017
Pattern representation and recognition with accelerated analog neuromorphic systems Mihai A. Petrovici Sebastian Schmitt Johann Klähn Robert D. St. Louis A. Schroeder ... Wolfgang Maass R. Schüffny Christian Mayr Johannes Schemmel K. Meier 63 15 0 17 Mar 2017
A Study of Complex Deep Learning Networks on High Performance, Neuromorphic, and Quantum Computers T. Potok Catherine D. Schuman Steven R. Young Robert M. Patton F. Spedalieri Jeremy Liu Ke-Thia Yao Garrett S. Rose Gangotree Chakma 66 82 0 15 Mar 2017
Robustness from structure: Inference with hierarchical spiking networks on analog neuromorphic hardware Mihai A. Petrovici A. Schroeder O. Breitwieser Andreas Grübl Johannes Schemmel K. Meier 46 3 0 12 Mar 2017
Large-scale image analysis using docker sandboxing B. Sengupta E. Vazquez Michele Sasdelli Y. Qian M. Peniak L. Netherton G. Delfino 13 4 0 07 Mar 2017
Neuromorphic Hardware In The Loop: Training a Deep Spiking Network on the BrainScaleS Wafer-Scale System Sebastian Schmitt Johann Klaehn G. Bellec Andreas Grübl Maurice Guettler ... Robert Legenstein Wolfgang Maass Christian Mayr Johannes Schemmel K. Meier 61 138 0 06 Mar 2017
Energy Saving Additive Neural Network Arman Afrasiyabi Ozan Yildiz Baris Nasir Fatoş T. Yarman Vural A. Enis Cetin 48 2 0 09 Feb 2017
Scaling Binarized Neural Networks on Reconfigurable Logic Nicholas J. Fraser Yaman Umuroglu Giulio Gambardella Michaela Blott Philip H. W. Leong Magnus Jahre K. Vissers MQ 92 57 0 12 Jan 2017
Neuromorphic Deep Learning Machines Emre Neftci C. Augustine Somnath Paul Georgios Detorakis BDL 220 260 0 16 Dec 2016
Delta Networks for Optimized Recurrent Network Computation Daniel Neil Junhaeng Lee T. Delbruck Shih-Chii Liu 106 66 0 16 Dec 2016
Theory and Tools for the Conversion of Analog to Spiking Convolutional Neural Networks Bodo Rueckauer Iulia-Alexandra Lungu Yuhuang Hu Michael Pfeiffer 70 125 0 13 Dec 2016
Enabling Bio-Plausible Multi-level STDP using CMOS Neurons with Dendrites and Bistable RRAMs Xinyu Wu V. Saxena 46 7 0 05 Dec 2016
FINN: A Framework for Fast, Scalable Binarized Neural Network Inference Yaman Umuroglu Nicholas J. Fraser Giulio Gambardella Michaela Blott Philip H. W. Leong Magnus Jahre K. Vissers MQ 110 1,005 0 01 Dec 2016
SC-DCNN: Highly-Scalable Deep Convolutional Neural Network using Stochastic Computing Ao Ren Ji Li Zhe Li Caiwen Ding Xuehai Qian Qinru Qiu Bo Yuan Yanzhi Wang 78 198 0 18 Nov 2016
Training Spiking Deep Networks for Neuromorphic Hardware Eric Hunsberger C. Eliasmith 74 133 0 16 Nov 2016
Sigma Delta Quantized Networks Peter O'Connor Max Welling 70 49 0 07 Nov 2016
A Self-Driving Robot Using Deep Convolutional Neural Networks on Neuromorphic Hardware Tiffany Hwu Jacob Isbell Nicolas Oros J. Krichmar 58 49 0 04 Nov 2016
Deep counter networks for asynchronous event-based processing Jonathan Binas Giacomo Indiveri Michael Pfeiffer BDL 38 5 0 02 Nov 2016
Fast and Efficient Asynchronous Neural Computation with Adapting Spiking Neural Networks Davide Zambrano S. Bohté 60 43 0 07 Sep 2016
Ternary Neural Networks for Resource-Efficient AI Applications Hande Alemdar V. Leroy Adrien Prost-Boucle F. Pétrot 103 204 0 01 Sep 2016
Training Deep Spiking Neural Networks using Backpropagation Junhaeng Lee T. Delbruck Michael Pfeiffer 126 955 0 31 Aug 2016
Structured Convolution Matrices for Energy-efficient Deep learning R. Appuswamy T. Nayak John V. Arthur S. K. Esser P. Merolla J. McKinstry T. Melano M. Flickner D. Modha 53 11 0 08 Jun 2016
Deep neural networks are robust to weight binarization and other non-linear distortions P. Merolla R. Appuswamy John V. Arthur S. K. Esser D. Modha OOD MQ 94 96 0 07 Jun 2016
Improving energy efficiency and classification accuracy of neuromorphic chips by learning binary synaptic crossbars Antonio Jimeno Yepes Jianbin Tang 25 1 0 25 May 2016
Ternary Weight Networks Fengfu Li Bin Liu Xiaoxing Wang Bo Zhang Junchi Yan MQ 101 527 0 16 May 2016
EIE: Efficient Inference Engine on Compressed Deep Neural Network Song Han Xingyu Liu Huizi Mao Jing Pu A. Pedram M. Horowitz W. Dally 183 2,468 0 04 Feb 2016
Conversion of Artificial Recurrent Neural Networks to Spiking Neural Networks for Low-power Neuromorphic Hardware P. U. Diehl Guido Zarrella A. Cassidy Bruno U. Pedroni Emre Neftci 89 219 0 16 Jan 2016