Title
Image Classification at Supercomputer Scale Chris Ying Sameer Kumar Dehao Chen Tao Wang Youlong Cheng VLM 68 123 0 16 Nov 2018
Streaming End-to-end Speech Recognition For Mobile Devices Yanzhang He Tara N. Sainath Rohit Prabhavalkar Ian McGraw R. Álvarez ... K. Sim Tom Bagby Shuo-yiin Chang Kanishka Rao A. Gruenstein 119 629 0 15 Nov 2018
Performance Estimation of Synthesis Flows cross Technologies using LSTMs and Transfer Learning Cunxi Yu Wang Zhou AI4TS 18 0 0 14 Nov 2018
Measuring the Effects of Data Parallelism on Neural Network Training Christopher J. Shallue Jaehoon Lee J. Antognini J. Mamou J. Ketterling Yao Wang 115 409 0 08 Nov 2018
Packing Sparse Convolutional Neural Networks for Efficient Systolic Array Implementations: Column Combining Under Joint Optimization H. T. Kung Bradley McDanel Shanghang Zhang 93 135 0 07 Nov 2018
RNNFast: An Accelerator for Recurrent Neural Networks Using Domain Wall Memory Mohammad Hossein Samavatian Anys Bacha Li Zhou R. Teodorescu 56 7 0 07 Nov 2018
Simple, Distributed, and Accelerated Probabilistic Programming Like Hui Matthew Hoffman Siyuan Ma Christopher Suter Srinivas Vasudevan Alexey Radul M. Belkin Rif A. Saurous BDL 85 56 0 05 Nov 2018
CapsAcc: An Efficient Hardware Accelerator for CapsuleNets with Data Reuse Alberto Marchisio Muhammad Abdullah Hanif Mohamed Bennai 56 25 0 02 Nov 2018
Low-Precision Random Fourier Features for Memory-Constrained Kernel Approximation Jian Zhang Avner May Tri Dao Christopher Ré 80 29 0 31 Oct 2018
Democratizing Production-Scale Distributed Deep Learning Minghuang Ma Hadi Pouransari Daniel Chao Saurabh N. Adya S. Serrano Yi Qin Dan Gimnicher Dominic Walsh MoE 103 6 0 31 Oct 2018
A Mixture of Expert Approach for Low-Cost Customization of Deep Neural Networks Boyu Zhang A. Davoodi Y. Hu MoE 20 2 0 31 Oct 2018
A mixed signal architecture for convolutional neural networks M. Gorlatova C. Pan John McGuiness Andras Horvath A. Naeemi Michael Niemier X. S. Hu 3DV 36 24 0 30 Oct 2018
MPNA: A Massively-Parallel Neural Array Accelerator with Dataflow Optimization for Convolutional Neural Networks Muhammad Abdullah Hanif Rachmad Vidya Wicaksana Putra Muhammad Tanvir R. Hafiz Semeen Rehman Mohamed Bennai 41 17 0 30 Oct 2018
Whetstone: A Method for Training Deep Artificial Neural Networks for Binary Communication William M. Severa C. Vineyard Ryan Dellana Stephen J Verzi J. Aimone 77 96 0 26 Oct 2018
Efficient learning of neighbor representations for boundary trees and forests Tharindu B. Adikari S. Draper 359 2 0 26 Oct 2018
Double-precision FPUs in High-Performance Computing: an Embarrassment of Riches? Jens Domke Kazuaki Matsumura Mohamed Wahib Haoyu Zhang Keita Yashima Toshiki Tsuchikawa Yohei Tsuji Artur Podobas Satoshi Matsuoka 26 17 0 22 Oct 2018
SCALE-Sim: Systolic CNN Accelerator Simulator A. Samajdar Yuhao Zhu P. Whatmough Matthew Mattina Tushar Krishna 118 137 0 16 Oct 2018
Morph: Flexible Acceleration for 3D CNN-based Video Understanding Kartik Hegde R. Agrawal Yulun Yao Christopher W. Fletcher 72 71 0 16 Oct 2018
Embedded deep learning in ophthalmology: Making ophthalmic imaging smarter Petteri Teikari Raymond P. Najjar L. Schmetterer D. Milea MedIm 135 27 0 13 Oct 2018
A Closer Look at Structured Pruning for Neural Network Compression Elliot J. Crowley Jack Turner Amos Storkey Michael F. P. O'Boyle 3DPC 80 31 0 10 Oct 2018
Characterizing Deep-Learning I/O Workloads in TensorFlow Steven W. D. Chien Stefano Markidis C. Sishtla Luís Santos Pawel Herman Sai B. Narasimhamurthy Erwin Laure 91 50 0 06 Oct 2018
Towards Fast and Energy-Efficient Binarized Neural Network Inference on FPGA Cheng Fu Shilin Zhu Hao Su Ching-En Lee Jishen Zhao MQ 72 32 0 04 Oct 2018
Mini-batch Serialization: CNN Training with Inter-layer Data Reuse Sangkug Lym Armand Behroozi W. Wen Ge Li Yongkee Kwon M. Erez 41 26 0 30 Sep 2018
NICE: Noise Injection and Clamping Estimation for Neural Network Quantization Chaim Baskin Natan Liss Yoav Chai Evgenii Zheltonozhskii Eli Schwartz Raja Giryes A. Mendelson A. Bronstein MQ 97 62 0 29 Sep 2018
Learning Recurrent Binary/Ternary Weights A. Ardakani Zhengyun Ji S. C. Smithson B. Meyer W. Gross MQ 67 28 0 28 Sep 2018
Intelligence Beyond the Edge: Inference on Intermittent Embedded Systems Graham Gobieski Nathan Beckmann Brandon Lucia 67 207 0 28 Sep 2018
Relay: A New IR for Machine Learning Frameworks Jared Roesch Steven Lyubomirsky Logan Weber Josh Pollock Marisa Kirisame Tianqi Chen Zachary Tatlock 71 107 0 26 Sep 2018
From Audio to Semantics: Approaches to end-to-end spoken language understanding Parisa Haghani A. Narayanan M. Bacchiani Galen Chuang Neeraj Gaur Pedro J. Moreno Rohit Prabhavalkar Zhongdi Qu Austin Waters 63 151 0 24 Sep 2018
Neural Network Decoders for Large-Distance 2D Toric Codes Xiaotong Ni 52 45 0 18 Sep 2018
MotherNets: Rapid Deep Ensemble Learning Abdul Wasay Brian Hentschel Yuze Liao Sanyuan Chen Stratos Idreos 58 35 0 12 Sep 2018
Interstellar: Using Halide's Scheduling Language to Analyze DNN Accelerators Xuan S. Yang Mingyu Gao Qiaoyi Liu Jeff Setter Jing Pu ... Kaidi Cao Heonjae Ha Priyanka Raina Christos Kozyrakis M. Horowitz 193 232 0 10 Sep 2018
Optimizing CNN Model Inference on CPUs Yizhi Liu Yao Wang Ruofei Yu Mu Li Vin Sharma Yida Wang 52 156 0 07 Sep 2018
Data Motifs: A Lens Towards Fully Understanding Big Data and AI Workloads Wanling Gao Jianfeng Zhan Lei Wang Chunjie Luo Daoyi Zheng ... Chen Zheng Xu Wen Qiang Yang Haibin Wang Rui Ren 36 35 0 26 Aug 2018
Fast Spectrogram Inversion using Multi-head Convolutional Neural Networks Sercan O. Arik Heewoo Jun G. Diamos 76 108 0 20 Aug 2018
Navigating the Landscape for Real-time Localisation and Mapping for Robotics and Virtual and Augmented Reality Sajad Saeedi Bruno Bodin Harry Wagstaff A. Nisbet Luigi Nardi ... Michael F. P. O'Boyle Andrew J. Davison Paul H. J. Kelly M. Luján Steve Furber 58 42 0 20 Aug 2018
A study on speech enhancement using exponent-only floating point quantized neural network (EOFP-QNN) Y. Hsu Yu-Chen Lin Szu-Wei Fu Yu Tsao Tei-Wei Kuo MQ 48 15 0 17 Aug 2018
Toward domain-invariant speech recognition via large scale training A. Narayanan Ananya Misra K. Sim Golan Pundak Anshuman Tripathi Mohamed G. Elfeky Parisa Haghani Trevor Strohman M. Bacchiani VLM 55 110 0 16 Aug 2018
CosmoFlow: Using Deep Learning to Learn the Universe at Scale Amrita Mathuriya Deborah Bard P. Mendygral Lawrence Meadows James A. Arnemann ... Nalini Kumar S. Ho Michael F. Ringenburg P. Prabhat Victor W. Lee AI4CE 96 126 0 14 Aug 2018
StructADMM: A Systematic, High-Efficiency Framework of Structured Weight Pruning for DNNs Tianyun Zhang Shaokai Ye Kaiqi Zhang Xiaolong Ma Ning Liu ... Jian Tang Kaisheng Ma Xue Lin M. Fardad Yanzhi Wang 89 51 0 29 Jul 2018
TensorFuzz: Debugging Neural Networks with Coverage-Guided Fuzzing Augustus Odena Ian Goodfellow AAML 76 323 0 28 Jul 2018
A Comparison of Techniques for Language Model Integration in Encoder-Decoder Speech Recognition Shubham Toshniwal Anjuli Kannan Chung-Cheng Chiu Yonghui Wu Tara N. Sainath Karen Livescu 84 157 0 27 Jul 2018
Supporting Very Large Models using Automatic Dataflow Graph Partitioning Minjie Wang Chien-chin Huang Jinyang Li 120 155 0 24 Jul 2018
Text Classification based on Multiple Block Convolutional Highways S. M. Rezaeinia A. Ghodsi R. Rahmani AI4TS 47 5 0 23 Jul 2018
Recent Advances in Convolutional Neural Network Acceleration Qianru Zhang Meng Zhang Tinghuan Chen Zhifei Sun Yuzhe Ma Bei Yu 82 351 0 23 Jul 2018
A Hardware-Software Blueprint for Flexible Deep Learning Specialization T. Moreau Tianqi Chen Luis Vega Jared Roesch Eddie Q. Yan ... Josh Fromm Ziheng Jiang Luis Ceze Carlos Guestrin Arvind Krishnamurthy 74 73 0 11 Jul 2018
Eyeriss v2: A Flexible Accelerator for Emerging Deep Neural Networks on Mobile Devices Yu-hsin Chen Tien-Ju Yang J. Emer Vivienne Sze MQ 43 70 0 10 Jul 2018
Pooling Pyramid Network for Object Detection Pengchong Jin V. Rathod Xiangxin Zhu ObjD 72 20 0 09 Jul 2018
Progressive Spatial Recurrent Neural Network for Intra Prediction Yueyu Hu Wenhan Yang Mading Li Jiaying Liu 77 57 0 06 Jul 2018
Sparse Deep Neural Network Exact Solutions J. Kepner V. Gadepally Hayden Jananthan Lauren Milechin S. Samsi 113 14 0 06 Jul 2018
Restructuring Batch Normalization to Accelerate CNN Training Wonkyung Jung Daejin Jung and Byeongho Kim Sunjung Lee Wonjong Rhee Jung Ho Ahn 57 64 0 04 Jul 2018