Title
Deep Learning Inference on Embedded Devices: Fixed-Point vs Posit Seyed Hamed Fatemi Langroudi Tej Pandit Dhireesha Kudithipudi MQ 14 41 0 22 May 2018
Halo: Learning Semantics-Aware Representations for Cross-Lingual Information Extraction Hongyuan Mei Sheng Zhang Kevin Duh Benjamin Van Durme 16 2 0 21 May 2018
Unsupervised Cross-Modal Alignment of Speech and Text Embedding Spaces Yu-An Chung W. Weng S. Tong James R. Glass 17 99 0 18 May 2018
Gated Recurrent Unit Based Acoustic Modeling with Future Context Jie Li Xiaorui Wang Yuanyuan Zhao Yan Li 11 12 0 18 May 2018
TED-LIUM 3: twice as much data and corpus repartition for experiments on speaker adaptation François Hernandez Vincent Nguyen Sahar Ghannay N. Tomashenko Yannick Esteve VLM 17 342 0 12 May 2018
Adaptive Selection of Deep Learning Models on Embedded Systems Ben Taylor Vicent Sanz Marco W. Wolff Yehia El-khatib Zheng Wang 23 13 0 11 May 2018
A comparable study of modeling units for end-to-end Mandarin speech recognition Wei Zou Dongwei Jiang Shuaijiang Zhao Xiangang Li 21 32 0 10 May 2018
OFF-ApexNet on Micro-expression Recognition System Sze‐Teng Liong Y. Gan Wei‐Chuen Yau Yen-Chang Huang T. Ken 17 228 0 10 May 2018
A Unified Framework of Deep Neural Networks by Capsules Yujian Li Chuanhui Shan MedIm GNN 11 3 0 09 May 2018
Improved training of end-to-end attention models for speech recognition Albert Zeyer Kazuki Irie Ralf Schluter Hermann Ney VLM 16 269 0 08 May 2018
Understanding Reuse, Performance, and Hardware Cost of DNN Dataflows: A Data-Centric Approach Using MAESTRO Hyoukjun Kwon Prasanth Chatarasi Michael Pellauer A. Parashar Vivek Sarkar T. Krishna 19 10 0 04 May 2018
Intracranial Error Detection via Deep Learning M. Völker Jiří Hammer R. Schirrmeister Joos Behncke L. Fiederer A. Schulze-Bonhage Petr Marusič Wolfram Burgard T. Ball 6 10 0 04 May 2018
Staircase Network: structural language identification via hierarchical attentive units Trung Ngo Trong Ville Hautamaki Kristiina Jokinen 12 2 0 30 Apr 2018
Automatic Documentation of ICD Codes with Far-Field Speech Recognition Albert Haque Corinna Fukushima 11 0 0 30 Apr 2018
Sparse Persistent RNNs: Squeezing Large Recurrent Networks On-Chip Feiwen Zhu Jeff Pool M. Andersch J. Appleyard Fung Xie 19 29 0 26 Apr 2018
Opening the black box of neural nets: case studies in stop/top discrimination Thomas Roxlo M. Reece 13 22 0 24 Apr 2018
ESPnet: End-to-End Speech Processing Toolkit Shinji Watanabe Takaaki Hori Shigeki Karita Tomoki Hayashi Jiro Nishitoba ... Jahn Heymann Matthew Wiesner Nanxin Chen Adithya Renduchintala Tsubasa Ochiai VLM 46 1,479 0 30 Mar 2018
Reusing Neural Speech Representations for Auditory Emotion Recognition Egor Lakomkin C. Weber S. Magg S. Wermter 11 35 0 30 Mar 2018
TBD: Benchmarking and Analyzing Deep Neural Network Training Hongyu Zhu Mohamed Akrout Bojian Zheng Andrew Pelegris Amar Phanishayee Bianca Schroeder Gennady Pekhimenko 25 80 0 16 Mar 2018
Escoin: Efficient Sparse Convolutional Neural Network Inference on GPUs Xuhao Chen 13 25 0 28 Feb 2018
Demystifying Parallel and Distributed Deep Learning: An In-Depth Concurrency Analysis Tal Ben-Nun Torsten Hoefler GNN 33 702 0 26 Feb 2018
CNN+LSTM Architecture for Speech Emotion Recognition with Data Augmentation Caroline Etienne Guillaume Fidanza Andrei Petrovskii Laurence Devillers B. Schmauch 19 99 0 15 Feb 2018
Curriculum Learning by Transfer Learning: Theory and Experiments with Deep Networks D. Weinshall Gad Cohen Dan Amir ODL 25 239 0 11 Feb 2018
DeepHeart: Semi-Supervised Sequence Learning for Cardiovascular Risk Prediction Brandon Ballinger Johnson Hsieh Avesh Singh N. Sohoni Jack Wang ... G. Marcus Jose M. Sanchez Carol Maguire J. Olgin M. Pletcher HAI 26 129 0 07 Feb 2018
Exploring Architectures, Data and Units For Streaming End-to-End Speech Recognition with RNN-Transducer Kanishka Rao Hasim Sak Rohit Prabhavalkar AI4TS 19 346 0 02 Jan 2018
Did you hear that? Adversarial Examples Against Automatic Speech Recognition M. Alzantot Bharathan Balaji Mani B. Srivastava AAML 16 251 0 02 Jan 2018
NSML: A Machine Learning Platform That Enables You to Focus on Your Models Nako Sung Minkyu Kim Hyunwoo Jo Youngil Yang Jingwoong Kim ... Youngkwan Kim Gayoung Lee Donghyun Kwak Jung-Woo Ha Sunghun Kim 38 86 0 16 Dec 2017
No Need for a Lexicon? Evaluating the Value of the Pronunciation Lexica in End-to-End Models Tara N. Sainath Rohit Prabhavalkar Shankar Kumar Seungjin Lee Anjuli Kannan ... Patrick Nguyen Bo-wen Li Yonghui Wu Z. Chen Chung-Cheng Chiu 19 53 0 05 Dec 2017
Deep Learning Scaling is Predictable, Empirically Joel Hestness Sharan Narang Newsha Ardalani G. Diamos Heewoo Jun Hassan Kianinejad Md. Mostofa Ali Patwary Yang Yang Yanqi Zhou 45 711 0 01 Dec 2017
Exploiting Nontrivial Connectivity for Automatic Speech Recognition Marius Paraschiv Lasse Borgholt T. M. S. Tax Marco Singh Lars Maaløe 33 0 0 28 Nov 2017
Dynamic Analysis of Executables to Detect and Characterize Malware Michael R. Smith J. Ingram Christopher C. Lamb T. Draelos J. Doak J. Aimone C. James 21 13 0 10 Nov 2017
mixup: Beyond Empirical Risk Minimization Hongyi Zhang Moustapha Cissé Yann N. Dauphin David Lopez-Paz NoLa 87 9,601 0 25 Oct 2017
Trace norm regularization and faster inference for embedded speech recognition RNNs Markus Kliegl Siddharth Goyal Kexin Zhao Kavya Srinet M. Shoeybi 38 8 0 25 Oct 2017
Mixed Precision Training Paulius Micikevicius Sharan Narang Jonah Alben G. Diamos Erich Elsen ... Boris Ginsburg Michael Houston Oleksii Kuchaiev Ganesh Venkatesh Hao Wu 90 1,764 0 10 Oct 2017
Improving speech recognition by revising gated recurrent units Mirco Ravanelli Philemon Brakel M. Omologo Yoshua Bengio 19 52 0 29 Sep 2017
Learning Intrinsic Sparse Structures within Long Short-Term Memory W. Wen Yuxiong He Samyam Rajbhandari Minjia Zhang Wenhan Wang Fang Liu Bin Hu Yiran Chen H. Li MQ 35 140 0 15 Sep 2017
Scaling Deep Learning on GPU and Knights Landing clusters Yang You A. Buluç J. Demmel GNN 15 75 0 09 Aug 2017
Exploring Neural Transducers for End-to-End Speech Recognition Eric Battenberg Jitong Chen R. Child Adam Coates Yashesh Gaur Yi Li ... Hairong Liu S. Satheesh David Seetapun Anuroop Sriram Zhenyao Zhu AI4TS 42 229 0 24 Jul 2017
Dual Supervised Learning Yingce Xia Tao Qin Wei-neng Chen Jiang Bian Nenghai Yu Tie-Yan Liu SSL 26 143 0 03 Jul 2017
VAIN: Attentional Multi-agent Predictive Modeling Yedid Hoshen GNN 41 237 0 19 Jun 2017
Train longer, generalize better: closing the generalization gap in large batch training of neural networks Elad Hoffer Itay Hubara Daniel Soudry ODL 44 795 0 24 May 2017
Compressing Recurrent Neural Network with Tensor Train Andros Tjandra S. Sakti Satoshi Nakamura 28 109 0 23 May 2017
Reducing Bias in Production Speech Models Eric Battenberg R. Child Adam Coates Christopher Fougner Yashesh Gaur ... Vinay Rao S. Satheesh David Seetapun Anuroop Sriram Zhenyao Zhu 38 10 0 11 May 2017
Deep Speaker: an End-to-End Neural Speaker Embedding System Chao Li Xiaokong Ma B. Jiang Xiangang Li Xuewei Zhang Xiao-Chang Liu Ying Cao Ajay Kannan Zhenyao Zhu 16 492 0 05 May 2017
Compressing DMA Engine: Leveraging Activation Sparsity for Training Deep Neural Networks Minsoo Rhu Mike O'Connor Niladrish Chatterjee Jeff Pool S. Keckler 27 176 0 03 May 2017
Parseval Networks: Improving Robustness to Adversarial Examples Moustapha Cissé Piotr Bojanowski Edouard Grave Yann N. Dauphin Nicolas Usunier AAML 83 797 0 28 Apr 2017
Towards thinner convolutional neural networks through Gradually Global Pruning Z. Wang Ce Zhu Zhiqiang Xia Qi Guo Yipeng Liu CVBM 19 4 0 29 Mar 2017
Multi-Scale Dense Networks for Resource Efficient Image Classification Gao Huang Danlu Chen Tianhong Li Felix Wu L. V. D. van der Maaten Kilian Q. Weinberger VLM 24 137 0 29 Mar 2017
Convolutional Recurrent Neural Networks for Small-Footprint Keyword Spotting Sercan Ö. Arik Markus Kliegl R. Child Joel Hestness Andrew Gibiansky Christopher Fougner R. Prenger Adam Coates 26 180 0 15 Mar 2017
Multichannel End-to-end Speech Recognition Tsubasa Ochiai Shinji Watanabe Takaaki Hori J. Hershey 19 92 0 14 Mar 2017