Title
Language Modeling at Scale Md. Mostofa Ali Patwary Milind Chabbi Heewoo Jun Jiaji Huang G. Diamos Kenneth Church ALM 28 5 0 23 Oct 2018
To Compress, or Not to Compress: Characterizing Deep Learning Model Compression for Embedded Inference Qing Qin Jie Ren Jia-Le Yu Ling Gao Hai Wang Jie Zheng Yansong Feng Jianbin Fang Zheng Wang 16 21 0 21 Oct 2018
Learning Models with Uniform Performance via Distributionally Robust Optimization John C. Duchi Hongseok Namkoong OOD 17 402 0 20 Oct 2018
SCALE-Sim: Systolic CNN Accelerator Simulator A. Samajdar Yuhao Zhu P. Whatmough Matthew Mattina Tushar Krishna 30 137 0 16 Oct 2018
Mixture of Expert/Imitator Networks: Scalable Semi-supervised Learning Framework Shun Kiyono Jun Suzuki Kentaro Inui 31 8 0 13 Oct 2018
Multimodal Speech Emotion Recognition Using Audio and Text Seunghyun Yoon Seokhyun Byun Kyomin Jung 14 293 0 10 Oct 2018
Recognizing Overlapped Speech in Meetings: A Multichannel Separation Approach Using Neural Networks Takuya Yoshioka Hakan Erdogan Zhuo Chen Xiong Xiao F. Alleva BDL 30 81 0 08 Oct 2018
Security Analysis of Deep Neural Networks Operating in the Presence of Cache Side-Channel Attacks Sanghyun Hong Michael Davinroy Yigitcan Kaya S. Locke Ian Rackow Kevin Kulda Dana Dachman-Soled Tudor Dumitras MIACV 25 90 0 08 Oct 2018
Deep Learning Approaches for Understanding Simple Speech Commands R. Solovyev Maxim Vakhrushev Alexander Radionov Vladimir Aliev Alexey A. Shvets VLM 22 31 0 04 Oct 2018
Throughput Optimizations for FPGA-based Deep Neural Network Inference Thorbjörn Posewsky Daniel Ziener 11 25 0 28 Sep 2018
Learning Recurrent Binary/Ternary Weights A. Ardakani Zhengyun Ji S. C. Smithson B. Meyer W. Gross MQ 14 27 0 28 Sep 2018
Towards Efficient and Secure Delivery of Data for Training and Inference with Privacy-Preserving Juncheng Shen Juzheng Liu Yiran Chen Hai Helen Li FedML 14 1 0 20 Sep 2018
End-to-end Audiovisual Speech Activity Detection with Bimodal Recurrent Neural Models Fei Tao Carlos Busso 22 34 0 12 Sep 2018
PhaseLink: A Deep Learning Approach to Seismic Phase Association Zachary E. Ross Yisong Yue Men‐Andrin Meier E. Hauksson T. Heaton 11 149 0 08 Sep 2018
MixUp as Locally Linear Out-Of-Manifold Regularization Hongyu Guo Yongyi Mao Richong Zhang 20 320 0 07 Sep 2018
Single-Microphone Speech Enhancement and Separation Using Deep Learning Morten Kolbaek 20 7 0 31 Aug 2018
Large Margin Neural Language Model Jiaji Huang Yi Li Ming-Yu Liu Liang Huang 18 25 0 27 Aug 2018
A neural attention model for speech command recognition Douglas Coimbra de Andrade Sabato Leo M. Viana Christoph Bernkopf 11 144 0 27 Aug 2018
SwitchOut: an Efficient Data Augmentation Algorithm for Neural Machine Translation Xinyi Wang Hieu H. Pham Zihang Dai Graham Neubig 13 195 0 22 Aug 2018
Out-of-Distribution Detection using Multiple Semantic Label Representations Gabi Shalev Yossi Adi Joseph Keshet OODD 16 85 0 20 Aug 2018
A Survey on Methods and Theories of Quantized Neural Networks Yunhui Guo MQ 29 231 0 13 Aug 2018
Fully Distributed Multi-Robot Collision Avoidance via Deep Reinforcement Learning for Safe and Efficient Navigation in Complex Scenarios Tingxiang Fan Pinxin Long Wenxi Liu Jia Pan 25 69 0 11 Aug 2018
Linguistic Search Optimization for Deep Learning Based LVCSR Zhehuai Chen 4 1 0 02 Aug 2018
Sequence Discriminative Training for Deep Learning based Acoustic Keyword Spotting Zhehuai Chen Y. Qian Kai Yu 11 20 0 02 Aug 2018
Back-Translation-Style Data Augmentation for End-to-End ASR Tomoki Hayashi Shinji Watanabe Yu Zhang T. Toda Takaaki Hori Ramón Fernández Astudillo K. Takeda 20 102 0 28 Jul 2018
Recent Advances in Deep Learning: An Overview Matiur Rahman Minar Jibon Naher VLM 24 116 0 21 Jul 2018
Learning Noise-Invariant Representations for Robust Speech Recognition Davis Liang Zhiheng Huang Zachary Chase Lipton OOD 21 54 0 17 Jul 2018
Hierarchical Multitask Learning for CTC-based Speech Recognition Kalpesh Krishna Shubham Toshniwal Karen Livescu 19 44 0 17 Jul 2018
Beyond Data and Model Parallelism for Deep Neural Networks Zhihao Jia Matei A. Zaharia A. Aiken GNN AI4CE 35 497 0 14 Jul 2018
Large-Scale Visual Speech Recognition Brendan Shillingford Yannis Assael Matthew W. Hoffman T. Paine Cían Hughes ... Marie Mulville Ben Coppin Ben Laurie A. Senior Nando de Freitas 26 152 0 13 Jul 2018
Hybrid CTC-Attention based End-to-End Speech Recognition using Subword Units Zhangyu Xiao Zhijian Ou Wei Chu Hui-Ching Lin 38 38 0 13 Jul 2018
Learning Neural Models for End-to-End Clustering B. Meier Ismail Elezi Mohammadreza Amirian Oliver Durr Thilo Stadelmann SSL 22 16 0 11 Jul 2018
A Simple Unified Framework for Detecting Out-of-Distribution Samples and Adversarial Attacks Kimin Lee Kibok Lee Honglak Lee Jinwoo Shin OODD 23 1,997 0 10 Jul 2018
Tone Recognition Using Lifters and CTC Loren Lugosch Vikrant Singh Tomar 11 10 0 06 Jul 2018
SGAD: Soft-Guided Adaptively-Dropped Neural Network Zhisheng Wang Fangxuan Sun Jun Lin Zhongfeng Wang Bo Yuan 14 7 0 04 Jul 2018
Exploring End-to-End Techniques for Low-Resource Speech Recognition Vladimir Bataev M. Korenevsky Ivan Medennikov Alexander Zatvornitsky 19 9 0 02 Jul 2018
Dynamic Spectrum Matching with One-shot Learning Jinchao Liu S. Gibson James Mills Margarita Osadchy 33 37 0 23 Jun 2018
Detection based Defense against Adversarial Examples from the Steganalysis Point of View Jiayang Liu Weiming Zhang Yiwei Zhang Dongdong Hou Yujia Liu Hongyue Zha Nenghai Yu AAML 17 98 0 21 Jun 2018
Fairness Without Demographics in Repeated Loss Minimization Tatsunori B. Hashimoto Megha Srivastava Hongseok Namkoong Percy Liang FaML 6 575 0 20 Jun 2018
End-to-End Speech Recognition From the Raw Waveform Neil Zeghidour Nicolas Usunier Gabriel Synnaeve R. Collobert Emmanuel Dupoux 27 84 0 19 Jun 2018
Extending Recurrent Neural Aligner for Streaming End-to-End Speech Recognition in Mandarin Linhao Dong Shiyu Zhou Wei Chen Bo Xu 24 22 0 17 Jun 2018
The streaming rollout of deep networks - towards fully model-parallel execution Volker Fischer Jan M. Köhler Thomas Pfeil 24 16 0 13 Jun 2018
Resource-Efficient Neural Architect Yanqi Zhou S. Ebrahimi Sercan Ö. Arik Haonan Yu Hairong Liu G. Diamos 22 64 0 12 Jun 2018
Quaternion Recurrent Neural Networks Titouan Parcollet Mirco Ravanelli Mohamed Morchid G. Linarès C. Trabelsi R. Mori Yoshua Bengio 13 129 0 12 Jun 2018
Deep-Energy: Unsupervised Training of Deep Neural Networks Alona Golts Daniel Freedman Michael Elad PINN 16 5 0 31 May 2018
End-to-end named entity extraction from speech Sahar Ghannay Antoine Caubrière Yannick Esteve Antoine Laurent Emmanuel Morin 28 24 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
Mixed-Precision Training for NLP and Speech Recognition with OpenSeq2Seq Oleksii Kuchaiev Boris Ginsburg Igor Gitman Vitaly Lavrukhin Jason Chun Lok Li Huyen Nguyen Carl Case Paulius Micikevicius VLM 18 49 0 25 May 2018
Deep Reinforcement Learning For Sequence to Sequence Models Yaser Keneshloo Tian Shi Naren Ramakrishnan Chandan K. Reddy AIMat 3DV OffRL 30 208 0 24 May 2018
Echo: Compiler-based GPU Memory Footprint Reduction for LSTM RNN Training Bojian Zheng Abhishek Tiwari Nandita Vijaykumar Gennady Pekhimenko 27 44 0 22 May 2018