Title
FPGA/DNN Co-Design: An Efficient Design Methodology for IoT Intelligence on the Edge Cong Hao Xiaofan Zhang Yuhong Li Sitao Huang Jinjun Xiong K. Rupnow Wen-mei W. Hwu Deming Chen 41 172 0 09 Apr 2019
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Intrinsically Sparse Long Short-Term Memory Networks Shiwei Liu Decebal Constantin Mocanu Mykola Pechenizkiy 30 9 0 26 Jan 2019
HyPar: Towards Hybrid Parallelism for Deep Learning Accelerator Array Linghao Song Jiachen Mao Youwei Zhuo Xuehai Qian Hai Helen Li Yiran Chen 30 97 0 07 Jan 2019
FPGA-based Accelerators of Deep Learning Networks for Learning and Classification: A Review Ahmad Shawahna S. M. Sait A. El-Maleh 28 372 0 01 Jan 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 X. Lin Yanzhi Wang MQ 40 161 0 31 Dec 2018
E-RNN: Design Optimization for Efficient Recurrent Neural Networks in FPGAs Zhe Li Caiwen Ding Siyue Wang Wujie Wen Youwei Zhuo ... Qinru Qiu Wenyao Xu X. Lin Xuehai Qian Yanzhi Wang MQ 14 64 0 12 Dec 2018
Learning to Skip Ineffectual Recurrent Computations in LSTMs A. Ardakani Zhengyun Ji W. Gross 13 16 0 09 Nov 2018
Towards Fast and Energy-Efficient Binarized Neural Network Inference on FPGA Cheng Fu Shilin Zhu Hao Su Ching-En Lee Jishen Zhao MQ 25 31 0 04 Oct 2018
Towards Efficient Convolutional Neural Network for Domain-Specific Applications on FPGA Ruizhe Zhao Ho-Cheung Ng Wayne Luk Xinyu Niu 24 34 0 04 Sep 2018
Scheduling Computation Graphs of Deep Learning Models on Manycore CPUs Linpeng Tang Yida Wang Theodore L. Willke Kai Li GNN 21 22 0 16 Jul 2018
DLA: Compiler and FPGA Overlay for Neural Network Inference Acceleration Mohamed S. Abdelfattah David Han Andrew Bitar R. Dicecco Shane O'Connell ... Joseph Chu Ian Prins Joshua Fender A. Ling Gordon R. Chiu BDL 17 81 0 13 Jul 2018
FINN-L: Library Extensions and Design Trade-off Analysis for Variable Precision LSTM Networks on FPGAs Vladimir Rybalkin Alessandro Pappalardo M. M. Ghaffar Giulio Gambardella Norbert Wehn Michaela Blott 19 72 0 11 Jul 2018
EasyConvPooling: Random Pooling with Easy Convolution for Accelerating Training and Testing Jianzhong Sheng Chuanbo Chen Chenchen Fu Chun Jason Xue 21 4 0 05 Jun 2018
MPDCompress - Matrix Permutation Decomposition Algorithm for Deep Neural Network Compression Lazar Supic R. Naous Ranko Sredojevic Aleksandra Faust Vladimir M. Stojanović 19 4 0 30 May 2018
Grow and Prune Compact, Fast, and Accurate LSTMs Xiaoliang Dai Hongxu Yin N. Jha VLM SyDa 31 90 0 30 May 2018
Accelerator-Aware Pruning for Convolutional Neural Networks Hyeong-Ju Kang 13 88 0 26 Apr 2018
Efficient Recurrent Neural Networks using Structured Matrices in FPGAs Zhe Li Shuo Wang Caiwen Ding Qinru Qiu Yanzhi Wang Yun Liang GNN 22 21 0 20 Mar 2018
Toolflows for Mapping Convolutional Neural Networks on FPGAs: A Survey and Future Directions Stylianos I. Venieris Alexandros Kouris C. Bouganis 19 184 0 15 Mar 2018
C-LSTM: Enabling Efficient LSTM using Structured Compression Techniques on FPGAs Shuo Wang Zhe Li Caiwen Ding Bo Yuan Yanzhi Wang Qinru Qiu Yun Liang 28 192 0 14 Mar 2018
GapFlyt: Active Vision Based Minimalist Structure-less Gap Detection For Quadrotor Flight N. Sanket Chahat Deep Singh Kanishka Ganguly Cornelia Fermuller Yiannis Aloimonos 30 78 0 14 Feb 2018
AMC: AutoML for Model Compression and Acceleration on Mobile Devices Yihui He Ji Lin Zhijian Liu Hanrui Wang Li-Jia Li Song Han 35 1,343 0 10 Feb 2018
E-PUR: An Energy-Efficient Processing Unit for Recurrent Neural Networks Franyell Silfa Gem Dot J. Arnau Antonio González 33 39 0 20 Nov 2017
Deep Rewiring: Training very sparse deep networks G. Bellec David Kappel Wolfgang Maass Robert Legenstein BDL 29 275 0 14 Nov 2017
Streaming Architecture for Large-Scale Quantized Neural Networks on an FPGA-Based Dataflow Platform Chaim Baskin Natan Liss Evgenii Zheltonozhskii A. Bronstein A. Mendelson GNN MQ 45 35 0 31 Jul 2017
Exploring the Regularity of Sparse Structure in Convolutional Neural Networks Huizi Mao Song Han Jeff Pool Wenshuo Li Xingyu Liu Yu Wang W. Dally 21 241 0 24 May 2017