Title
Accelerating convolutional neural network by exploiting sparsity on GPUs Weizhi Xu Yintai Sun Shengyu Fan Hui Yu Xin Fu 33 7 0 22 Sep 2019
Scale MLPerf-0.6 models on Google TPU-v3 Pods Sameer Kumar Victor Bitorff Dehao Chen Chi-Heng Chou Blake A. Hechtman ... Peter Mattson Shibo Wang Tao Wang Yuanzhong Xu Zongwei Zhou 10 39 0 21 Sep 2019
SkyNet: a Hardware-Efficient Method for Object Detection and Tracking on Embedded Systems Xiaofan Zhang Haoming Lu Cong Hao Jiachen Li Bowen Cheng ... Jinjun Xiong Thomas Huang Humphrey Shi Wen-mei W. Hwu Deming Chen 39 92 0 20 Sep 2019
A Data-Center FPGA Acceleration Platform for Convolutional Neural Networks Xiaoyu Yu Yuwei Wang Jie Miao Ephrem Wu Heng Zhang Yu Meng Bo Zhang Biao Min Dewei Chen Jianlin Gao 33 21 0 17 Sep 2019
High-Throughput In-Memory Computing for Binary Deep Neural Networks with Monolithically Integrated RRAM and 90nm CMOS Shihui Yin Xiaoyu Sun Shimeng Yu Jae-sun Seo MQ 12 104 0 16 Sep 2019
Benchmarking the Performance and Energy Efficiency of AI Accelerators for AI Training Yuxin Wang Qiang-qiang Wang Shaoshuai Shi Xin He Zhenheng Tang Kaiyong Zhao Xiaowen Chu 25 3 0 15 Sep 2019
Heterogeneous Dataflow Accelerators for Multi-DNN Workloads Hyoukjun Kwon Liangzhen Lai Michael Pellauer T. Krishna Yu-Hsin Chen Vikas Chandra 19 16 0 13 Sep 2019
DASNet: Dynamic Activation Sparsity for Neural Network Efficiency Improvement Qing Yang Jiachen Mao Zuoguan Wang H. Li 21 15 0 13 Sep 2019
Large-Scale Multilingual Speech Recognition with a Streaming End-to-End Model Anjuli Kannan A. Datta Tara N. Sainath Eugene Weinstein Bhuvana Ramabhadran Yonghui Wu Ankur Bapna Zhehuai Chen Seungjin Lee AuLLM 26 174 0 11 Sep 2019
Unrolling Ternary Neural Networks Stephen Tridgell M. Kumm M. Hardieck David Boland Duncan J. M. Moss P. Zipf Philip H. W. Leong 29 27 0 09 Sep 2019
PREMA: A Predictive Multi-task Scheduling Algorithm For Preemptible Neural Processing Units Yujeong Choi Minsoo Rhu 6 128 0 06 Sep 2019
ModiPick: SLA-aware Accuracy Optimization For Mobile Deep Inference Samuel S. Ogden Tian Guo 14 3 0 04 Sep 2019
Sparse Deep Neural Network Graph Challenge J. Kepner Simon Alford V. Gadepally Michael Jones Lauren Milechin Ryan A. Robinett S. Samsi GNN 19 49 0 02 Sep 2019
Taskmaster-1: Toward a Realistic and Diverse Dialog Dataset Bill Byrne Karthikeyan K Chinnadhurai Sankar Arvind Neelakantan Daniel Duckworth Semih Yavuz Ben Goodrich Amit Dubey A. Cedilnik Kyu-Young Kim 18 215 0 01 Sep 2019
TapirXLA: Embedding Fork-Join Parallelism into the XLA Compiler in TensorFlow Using Tapir S. Samsi Michael Houle 14 4 0 29 Aug 2019
High Performance Scalable FPGA Accelerator for Deep Neural Networks Sudarshan Srinivasan Pradeep Janedula Saurabh Dhoble Sasikanth Avancha Dipankar Das Naveen Mellempudi Bharat Daga M. Langhammer Gregg Baeckler Bharat Kaul 11 3 0 29 Aug 2019
Extending TensorFlow's Semantics with Pipelined Execution S. Whitlock James R. Larus Edouard Bugnion 9 1 0 25 Aug 2019
A Computational Model for Tensor Core Units Rezaul Chowdhury Francesco Silvestri Flavio Vella 6 15 0 19 Aug 2019
Automatic Compiler Based FPGA Accelerator for CNN Training S. Venkataramanaiah Yufei Ma Shihui Yin Eriko Nurvitadhi A. Dasu Yu Cao Jae-sun Seo 32 38 0 15 Aug 2019
Accelerated CNN Training Through Gradient Approximation Ziheng Wang Sree Harsha Nelaturu 179 5 0 15 Aug 2019
AIBench: An Industry Standard Internet Service AI Benchmark Suite Wanling Gao Fei Tang Lei Wang Jianfeng Zhan Chunxin Lan ... Yatao Li Junchao Shao Zhenyu Wang Xiaoyu Wang Hainan Ye 33 45 0 13 Aug 2019
TensorDIMM: A Practical Near-Memory Processing Architecture for Embeddings and Tensor Operations in Deep Learning Youngeun Kwon Yunjae Lee Minsoo Rhu 21 208 0 08 Aug 2019
3D-aCortex: An Ultra-Compact Energy-Efficient Neurocomputing Platform Based on Commercial 3D-NAND Flash Memories Mohammad Bavandpour Shubham Sahay M. Mahmoodi D. Strukov 24 29 0 07 Aug 2019
Tuning Algorithms and Generators for Efficient Edge Inference R. Naous Lazar Supic Yoonhwan Kang Ranko Seradejovic Anish Singhani Vladimir M. Stojanović 14 2 0 31 Jul 2019
HPC AI500: A Benchmark Suite for HPC AI Systems Zihan Jiang Wanling Gao Lei Wang Xingwang Xiong Yuchen Zhang ... Yunquan Zhang Shengzhong Feng KenLi Li Weijia Xu Jianfeng Zhan ELM 24 40 0 27 Jul 2019
Benchmarking TPU, GPU, and CPU Platforms for Deep Learning Y. Wang Gu-Yeon Wei David Brooks ELM VLM 36 274 0 24 Jul 2019
A Survey on Federated Learning Systems: Vision, Hype and Reality for Data Privacy and Protection Yue Liu Zeyi Wen Zhaomin Wu Sixu Hu Naibo Wang Yuan N. Li Xu Liu Bingsheng He FedML 37 975 0 23 Jul 2019
Achieving Super-Linear Speedup across Multi-FPGA for Real-Time DNN Inference Weiwen Jiang E. Sha Xinyi Zhang Lei Yang Qingfeng Zhuge Yiyu Shi Jiaxi Hu 11 75 0 21 Jul 2019
Convergence of Edge Computing and Deep Learning: A Comprehensive Survey Xiaofei Wang Yiwen Han Victor C. M. Leung Dusit Niyato Xueqiang Yan Xu Chen 24 978 0 19 Jul 2019
A Versatile Software Systolic Execution Model for GPU Memory-Bound Kernels Peng Chen Mohamed Wahib Shiníchiro Takizawa Ryousei Takano Satoshi Matsuoka 11 22 0 14 Jul 2019
A semi-holographic hyperdimensional representation system for hardware-friendly cognitive computing Alexandrou Serb I. Kobyzev Jiaqi Wang T. Prodromakis 9 3 0 12 Jul 2019
VarGNet: Variable Group Convolutional Neural Network for Efficient Embedded Computing Qian Zhang Jianjun Li Meng Yao Liangchen Song Helong Zhou Zhichao Li Wenming Meng Xuezhi Zhang Guoli Wang 26 22 0 12 Jul 2019
Massively Multilingual Neural Machine Translation in the Wild: Findings and Challenges N. Arivazhagan Ankur Bapna Orhan Firat Dmitry Lepikhin Melvin Johnson ... George F. Foster Colin Cherry Wolfgang Macherey Zhehuai Chen Yonghui Wu 37 423 0 11 Jul 2019
Making AI Forget You: Data Deletion in Machine Learning Antonio A. Ginart M. Guan Gregory Valiant James Zou MU 13 462 0 11 Jul 2019
Joint Speech Recognition and Speaker Diarization via Sequence Transduction Laurent El Shafey H. Soltau Izhak Shafran 39 99 0 09 Jul 2019
Point-Voxel CNN for Efficient 3D Deep Learning Zhijian Liu Haotian Tang Chengyue Wu Song Han 3DPC 67 663 0 08 Jul 2019
Speech bandwidth extension with WaveNet Archit Gupta Brendan Shillingford Yannis Assael Thomas C. Walters 27 28 0 05 Jul 2019
Single-Path Mobile AutoML: Efficient ConvNet Design and NAS Hyperparameter Optimization Dimitrios Stamoulis Ruizhou Ding Di Wang Dimitrios Lymberopoulos B. Priyantha Jie Liu Diana Marculescu 12 33 0 01 Jul 2019
On improving deep learning generalization with adaptive sparse connectivity Shiwei Liu Decebal Constantin Mocanu Mykola Pechenizkiy ODL 20 7 0 27 Jun 2019
Learning Data Augmentation Strategies for Object Detection Barret Zoph E. D. Cubuk Golnaz Ghiasi Nayeon Lee Jonathon Shlens Quoc V. Le 39 523 0 26 Jun 2019
ALTIS: Modernizing GPGPU Benchmarking Bodun Hu Christopher J. Rossbach 12 3 0 25 Jun 2019
The Coming Age of Pervasive Data Processing Jan S. Rellermeyer Sobhan Omranian Khorasani D. Graur Apourva Parthasarathy 20 5 0 21 Jun 2019
Joint Regularization on Activations and Weights for Efficient Neural Network Pruning Q. Yang W. Wen Zuoguan Wang H. Li 13 1 0 19 Jun 2019
High-Performance Deep Learning via a Single Building Block E. Georganas K. Banerjee Dhiraj D. Kalamkar Sasikanth Avancha Anand Venkat Michael J. Anderson G. Henry Hans Pabst A. Heinecke 26 12 0 15 Jun 2019
Stand-Alone Self-Attention in Vision Models Prajit Ramachandran Niki Parmar Ashish Vaswani Irwan Bello Anselm Levskaya Jonathon Shlens VLM SLR ViT 38 1,199 0 13 Jun 2019
Parameterized Structured Pruning for Deep Neural Networks Günther Schindler Wolfgang Roth Franz Pernkopf Holger Froening 26 6 0 12 Jun 2019
PABO: Pseudo Agent-Based Multi-Objective Bayesian Hyperparameter Optimization for Efficient Neural Accelerator Design Maryam Parsa Aayush Ankit A. Ziabari Kaushik Roy 19 28 0 11 Jun 2019
ALWANN: Automatic Layer-Wise Approximation of Deep Neural Network Accelerators without Retraining Vojtěch Mrázek Z. Vašíček Lukás Sekanina Muhammad Abdullah Hanif Mohamed Bennai 19 92 0 11 Jun 2019
Parallel Scheduled Sampling Daniel Duckworth Arvind Neelakantan Ben Goodrich Lukasz Kaiser Samy Bengio 33 23 0 11 Jun 2019
Meta-Learning Neural Bloom Filters Jack W. Rae Sergey Bartunov Timothy Lillicrap 11 32 0 10 Jun 2019