Title
Multivariate Time Series Classification Using Spiking Neural Networks Haowen Fang Amar Shrestha Qinru Qiu 23 16 0 07 Jul 2020
TIMELY: Pushing Data Movements and Interfaces in PIM Accelerators Towards Local and in Time Domain Weitao Li Pengfei Xu Yang Zhao Haitong Li Yuan Xie Yingyan Lin 27 69 0 03 May 2020
Exploiting Neuron and Synapse Filter Dynamics in Spatial Temporal Learning of Deep Spiking Neural Network Haowen Fang Amar Shrestha Ziyi Zhao Qinru Qiu 20 120 0 19 Feb 2020
An Ultra-Efficient Memristor-Based DNN Framework with Structured Weight Pruning and Quantization Using ADMM Geng Yuan Xiaolong Ma Caiwen Ding Sheng Lin Tianyun Zhang Zeinab S. Jalali Yilong Zhao Li Jiang S. Soundarajan Yanzhi Wang MQ 21 46 0 29 Aug 2019
Tiny but Accurate: A Pruned, Quantized and Optimized Memristor Crossbar Framework for Ultra Efficient DNN Implementation Xiaolong Ma Geng Yuan Sheng Lin Caiwen Ding Fuxun Yu Tao Liu Wujie Wen Xiang Chen Yanzhi Wang MQ 33 45 0 27 Aug 2019
Non-Structured DNN Weight Pruning -- Is It Beneficial in Any Platform? Xiaolong Ma Sheng Lin Shaokai Ye Zhezhi He Linfeng Zhang ... Deliang Fan Xuehai Qian Xinyu Lin Kaisheng Ma Yanzhi Wang MQ 56 92 0 03 Jul 2019
ResNet Can Be Pruned 60x: Introducing Network Purification and Unused Path Removal (P-RM) after Weight Pruning Xiaolong Ma Geng Yuan Sheng Lin Zechao Li Hao Sun Yanzhi Wang 22 37 0 30 Apr 2019
ADMM-NN: An Algorithm-Hardware Co-Design Framework of DNNs Using Alternating Direction Method of Multipliers Ao Ren Tianyun Zhang Shaokai Ye Jiayu Li Wenyao Xu Xuehai Qian Xinyu Lin Yanzhi Wang MQ 85 161 0 31 Dec 2018
BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding Jacob Devlin Ming-Wei Chang Kenton Lee Kristina Toutanova VLM SSL SSeg 961 93,936 0 11 Oct 2018
Scalable NoC-based Neuromorphic Hardware Learning and Inference Haowen Fang Amar Shrestha De Ma Qinru Qiu 20 24 0 18 Sep 2018
Neuro-memristive Circuits for Edge Computing: A review O. Krestinskaya A. P. James L. Chua 44 203 0 01 Jul 2018
A Systematic DNN Weight Pruning Framework using Alternating Direction Method of Multipliers Tianyun Zhang Shaokai Ye Kaiqi Zhang Jian Tang Wujie Wen M. Fardad Yanzhi Wang 46 435 0 10 Apr 2018
The Lottery Ticket Hypothesis: Finding Sparse, Trainable Neural Networks Jonathan Frankle Michael Carbin 170 3,433 0 09 Mar 2018
Towards Ultra-High Performance and Energy Efficiency of Deep Learning Systems: An Algorithm-Hardware Co-Optimization Framework Yanzhi Wang Caiwen Ding Zhe Li Geng Yuan Siyu Liao ... Bo Yuan Xuehai Qian Jian Tang Qinru Qiu Xinyu Lin 40 33 0 18 Feb 2018
An Area and Energy Efficient Design of Domain-Wall Memory-Based Deep Convolutional Neural Networks using Stochastic Computing Xiaolong Ma Yipeng Zhang Geng Yuan Ao Ren Zhe Li Jie Han Jiaxi Hu Yanzhi Wang 26 17 0 03 Feb 2018
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 48 260 0 29 Aug 2017
Channel Pruning for Accelerating Very Deep Neural Networks Yihui He Xiangyu Zhang Jian Sun 189 2,519 0 19 Jul 2017
Learning Structured Sparsity in Deep Neural Networks W. Wen Chunpeng Wu Yandan Wang Yiran Chen Hai Helen Li 114 2,331 0 12 Aug 2016
Deep Compression: Compressing Deep Neural Networks with Pruning, Trained Quantization and Huffman Coding Song Han Huizi Mao W. Dally 3DGS 203 8,793 0 01 Oct 2015