E-RNN: Design Optimization for Efficient Recurrent Neural Networks in
FPGAs

E-RNN: Design Optimization for Efficient Recurrent Neural Networks in FPGAs

12 December 2018

Caiwen Ding

Papers citing "E-RNN: Design Optimization for Efficient Recurrent Neural Networks in FPGAs"

19 / 19 papers shown

Title
Ditto: Accelerating Diffusion Model via Temporal Value Similarity Sungbin Kim Hyunwuk Lee Wonho Cho Mincheol Park Won Woo Ro 96 1 0 20 Jan 2025
DPD-NeuralEngine: A 22-nm 6.6-TOPS/W/mm $^2$ Recurrent Neural Network Accelerator for Wideband Power Amplifier Digital Pre-Distortion Ang Li Haolin Wu Yizhuo Wu Qinyu Chen Leo C. N. de Vreede Chang Gao 76 1 0 15 Oct 2024
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 54 435 0 10 Apr 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 45 193 0 14 Mar 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 53 260 0 29 Aug 2017
Theoretical Properties for Neural Networks with Weight Matrices of Low Displacement Rank Liang Zhao Siyu Liao Yanzhi Wang Zhe Li Jian Tang Victor Pan Bo Yuan 68 61 0 01 Mar 2017
ESE: Efficient Speech Recognition Engine with Sparse LSTM on FPGA Song Han Junlong Kang Huizi Mao Yiming Hu Xin Li ... Hong Luo Song Yao Yu Wang Huazhong Yang W. Dally 68 628 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 42 194 0 18 Nov 2016
EIE: Efficient Inference Engine on Compressed Deep Neural Network Song Han Xingyu Liu Huizi Mao Jing Pu A. Pedram M. Horowitz W. Dally 118 2,453 0 04 Feb 2016
Quantized Convolutional Neural Networks for Mobile Devices Jiaxiang Wu Cong Leng Yuhang Wang Qinghao Hu Jian Cheng MQ 80 1,163 0 21 Dec 2015
Fixed Point Quantization of Deep Convolutional Networks D. Lin S. Talathi V. Annapureddy MQ 76 814 0 19 Nov 2015
Convolutional neural networks with low-rank regularization Cheng Tai Tong Xiao Yi Zhang Xiaogang Wang E. Weinan BDL 87 460 0 19 Nov 2015
Deep Compression: Compressing Deep Neural Networks with Pruning, Trained Quantization and Huffman Coding Song Han Huizi Mao W. Dally 3DGS 223 8,793 0 01 Oct 2015
Learning both Weights and Connections for Efficient Neural Networks Song Han Jeff Pool J. Tran W. Dally CVBM 273 6,628 0 08 Jun 2015
On the Properties of Neural Machine Translation: Encoder-Decoder Approaches Kyunghyun Cho B. V. Merrienboer Dzmitry Bahdanau Yoshua Bengio AI4CE AIMat 199 6,760 0 03 Sep 2014
Learning Phrase Representations using RNN Encoder-Decoder for Statistical Machine Translation Kyunghyun Cho B. V. Merrienboer Çağlar Gülçehre Dzmitry Bahdanau Fethi Bougares Holger Schwenk Yoshua Bengio AIMat 748 23,235 0 03 Jun 2014
Speeding up Convolutional Neural Networks with Low Rank Expansions Max Jaderberg Andrea Vedaldi Andrew Zisserman 128 1,458 0 15 May 2014
Bregman Alternating Direction Method of Multipliers Huahua Wang A. Banerjee 64 205 0 13 Jun 2013
On the difficulty of training Recurrent Neural Networks Razvan Pascanu Tomas Mikolov Yoshua Bengio ODL 164 5,318 0 21 Nov 2012