Title
Review: Deep Learning in Electron Microscopy Jeffrey M. Ede 900 88 0 17 Sep 2020
A Computational-Graph Partitioning Method for Training Memory-Constrained DNNs Fareed Qararyah Mohamed Wahib Douga Dikbayir M. E. Belviranli Didem Unat 141 10 0 19 Aug 2020
Adaptable Multi-Domain Language Model for Transformer ASR Taewoo Lee Min-Joong Lee Tae Gyoon Kang Seokyeong Jung Minseok Kwon ... Ho-Gyeong Kim Jiseung Jeong Jihyun Lee Hosik Lee Y. S. Choi 109 20 0 14 Aug 2020
End-to-End Neural Transformer Based Spoken Language UnderstandingInterspeech (Interspeech), 2020 Martin H. Radfar Athanasios Mouchtaris Siegfried Kunzmann 182 63 0 12 Aug 2020
FastLR: Non-Autoregressive Lipreading Model with Integrate-and-FireACM Multimedia (ACM MM), 2020 Jinglin Liu Yi Ren Zhou Zhao Chen Zhang Baoxing Huai Jing Yuan 193 13 0 06 Aug 2020
DeLighT: Deep and Light-weight Transformer Sachin Mehta Marjan Ghazvininejad Srini Iyer Luke Zettlemoyer Hannaneh Hajishirzi VLM 219 33 0 03 Aug 2020
Neural Composition: Learning to Generate from Multiple Models Denis Filimonov R. Gadde Ariya Rastrow 127 3 0 10 Jul 2020
Learning Graph Structure With A Finite-State Automaton LayerNeural Information Processing Systems (NeurIPS), 2020 Daniel D. Johnson Hugo Larochelle Daniel Tarlow GNN AI4CE 139 17 0 09 Jul 2020
Best-First Beam SearchTransactions of the Association for Computational Linguistics (TACL), 2020 Clara Meister Tim Vieira Robert Bamler 360 80 0 08 Jul 2020
Announcing CzEng 2.0 Parallel Corpus with over 2 Gigawords Tom Kocmi Martin Popel Ondrej Bojar 130 39 0 06 Jul 2020
Hardware Acceleration of Sparse and Irregular Tensor Computations of ML Models: A Survey and Insights Shail Dave Riyadh Baghdadi Tony Nowatzki Sasikanth Avancha Aviral Shrivastava Baoxin Li 267 98 0 02 Jul 2020
UWSpeech: Speech to Speech Translation for Unwritten LanguagesAAAI Conference on Artificial Intelligence (AAAI), 2020 Chen Zhang Xu Tan Yi Ren Tao Qin Ke-jun Zhang Tie-Yan Liu 106 65 0 14 Jun 2020
FinEst BERT and CroSloEngual BERT: less is more in multilingual modelsWorkshop on Time-Delay Systems (TDS), 2020 Matej Ulvcar Marko Robnik-Šikonja 107 54 0 14 Jun 2020
Wat zei je? Detecting Out-of-Distribution Translations with Variational Transformers Tim Z. Xiao Aidan Gomez Y. Gal UQLM 189 39 0 08 Jun 2020
$O(n)$ Connections are Expressive Enough: Universal Approximability of Sparse Transformers Chulhee Yun Yin-Wen Chang Srinadh Bhojanapalli A. S. Rawat Sashank J. Reddi Sanjiv Kumar 202 94 0 08 Jun 2020
ELITR Non-Native Speech Translation at IWSLT 2020 Dominik Machávcek Jonávs Kratochvíl Sangeet Sagar Matúvs vZilinec Ondrej Bojar T. Nguyen Felix Schneider P. Williams Yuekun Yao 112 11 0 05 Jun 2020
Applying the Transformer to Character-level Transduction Shijie Wu Robert Bamler Mans Hulden AI4CE 224 114 0 20 May 2020
It's Easier to Translate out of English than into it: Measuring Neural Translation Difficulty by Cross-Mutual InformationAnnual Meeting of the Association for Computational Linguistics (ACL), 2020 Emanuele Bugliarello Sabrina J. Mielke Antonios Anastasopoulos Robert Bamler Naoaki Okazaki 221 28 0 05 May 2020
Successfully Applying the Stabilized Lottery Ticket Hypothesis to the Transformer ArchitectureAnnual Meeting of the Association for Computational Linguistics (ACL), 2020 Christopher Brix Parnia Bahar Hermann Ney 223 39 0 04 May 2020
Using Context in Neural Machine Translation Training ObjectivesAnnual Meeting of the Association for Computational Linguistics (ACL), 2020 Danielle Saunders Felix Stahlberg Bill Byrne 119 20 0 04 May 2020
Monitoring COVID-19 social distancing with person detection and tracking via fine-tuned YOLO v3 and Deepsort techniques Narinder Singh Punn S. K. Sonbhadra Sonali Agarwal Gaurav Rai 251 250 0 04 May 2020
Generalized Entropy Regularization or: There's Nothing Special about Label SmoothingAnnual Meeting of the Association for Computational Linguistics (ACL), 2020 Clara Meister Elizabeth Salesky Robert Bamler UQCV 163 66 0 02 May 2020
ESPnet-ST: All-in-One Speech Translation Toolkit Hirofumi Inaguma Shun Kiyono Kevin Duh Shigeki Karita Nelson Yalta Tomoki Hayashi Shinji Watanabe 220 172 0 21 Apr 2020
Fast and Accurate Deep Bidirectional Language Representations for Unsupervised LearningAnnual Meeting of the Association for Computational Linguistics (ACL), 2020 Joongbo Shin Yoonhyung Lee Seunghyun Yoon Kyomin Jung OOD 141 12 0 17 Apr 2020
Non-Autoregressive Machine Translation with Latent AlignmentsConference on Empirical Methods in Natural Language Processing (EMNLP), 2020 Chitwan Saharia William Chan Saurabh Saxena Mohammad Norouzi 258 163 0 16 Apr 2020
Reducing Gender Bias in Neural Machine Translation as a Domain Adaptation ProblemAnnual Meeting of the Association for Computational Linguistics (ACL), 2020 Danielle Saunders Bill Byrne AI4CE 235 150 0 09 Apr 2020
Characterizing and Modeling Distributed Training with Transient Cloud GPU ServersIEEE International Conference on Distributed Computing Systems (ICDCS), 2020 Shijian Li R. Walls Tian Guo 150 25 0 07 Apr 2020
AR: Auto-Repair the Synthetic Data for Neural Machine Translation Shanbo Cheng Shaohui Kuang Rongxiang Weng Heng Yu Changfeng Zhu Weihua Luo SyDa 157 3 0 05 Apr 2020
On-the-Fly Adaptation of Source Code Models using Meta-Learning Disha Shrivastava Hugo Larochelle Daniel Tarlow TTA 136 7 0 26 Mar 2020
VisuoSpatial Foresight for Multi-Step, Multi-Task Fabric Manipulation Ryan Hoque Daniel Seita Ashwin Balakrishna Aditya Ganapathi A. Tanwani Nawid Jamali K. Yamane Soshi Iba Ken Goldberg 258 105 0 19 Mar 2020
Capturing document context inside sentence-level neural machine translation models with self-training Elman Mansimov Gábor Melis Lei Yu 129 14 0 11 Mar 2020
Teaching Temporal Logics to Neural NetworksInternational Conference on Learning Representations (ICLR), 2020 Christopher Hahn Frederik Schmitt Jens U. Kreber M. Rabe Bernd Finkbeiner NAI 329 75 0 06 Mar 2020
Train Large, Then Compress: Rethinking Model Size for Efficient Training and Inference of Transformers Zhuohan Li Eric Wallace Sheng Shen Kevin Lin Kurt Keutzer Dan Klein Joseph E. Gonzalez 279 152 0 26 Feb 2020
Sparse Sinkhorn AttentionInternational Conference on Machine Learning (ICML), 2020 Yi Tay Dara Bahri Liu Yang Donald Metzler Da-Cheng Juan 175 374 0 26 Feb 2020
A Survey of Deep Learning Techniques for Neural Machine Translation Shu Yang Yuxin Wang Xiaowen Chu VLM AI4TS AI4CE 303 148 0 18 Feb 2020
Controlling Computation versus Quality for Neural Sequence Models Ankur Bapna N. Arivazhagan Orhan Firat 205 33 0 17 Feb 2020
Low-Rank Bottleneck in Multi-head Attention ModelsInternational Conference on Machine Learning (ICML), 2020 Srinadh Bhojanapalli Chulhee Yun A. S. Rawat Sashank J. Reddi Sanjiv Kumar 159 121 0 17 Feb 2020
Stress Test Evaluation of Transformer-based Models in Natural Language Understanding TasksInternational Conference on Language Resources and Evaluation (LREC), 2020 Carlos Aspillaga Andrés Carvallo Vladimir Araujo ELM 164 33 0 14 Feb 2020
On Layer Normalization in the Transformer ArchitectureInternational Conference on Machine Learning (ICML), 2020 Ruibin Xiong Yunchang Yang Di He Kai Zheng Shuxin Zheng Chen Xing Huishuai Zhang Yanyan Lan Liwei Wang Tie-Yan Liu AI4CE 372 1,209 0 12 Feb 2020
Towards a Human-like Open-Domain Chatbot Daniel De Freitas Minh-Thang Luong David R. So Jamie Hall Noah Fiedel ... Zi Yang Apoorv Kulshreshtha Gaurav Nemade Yifeng Lu Quoc V. Le 506 991 0 27 Jan 2020
Pre-training via Leveraging Assisting Languages and Data Selection for Neural Machine Translation Israfel Salazar Mary Dabre Zhuoyuan Mao Fei Cheng Sadao Kurohashi Eiichiro Sumita 128 2 0 23 Jan 2020
Shifted and Squeezed 8-bit Floating Point format for Low-Precision Training of Deep Neural NetworksInternational Conference on Learning Representations (ICLR), 2020 Léopold Cambier Anahita Bhiwandiwalla Ting Gong M. Nekuii Oguz H. Elibol Hanlin Tang MQ 231 52 0 16 Jan 2020
Learning Accurate Integer Transformer Machine-Translation ModelsSN Computer Science (SN Comput. Sci.), 2020 Ephrem Wu 92 4 0 03 Jan 2020
Learning from Learning Machines: Optimisation, Rules, and Social Norms Travis LaCroix Yoshua Bengio 81 7 0 29 Dec 2019
Synthetic Datasets for Neural Program SynthesisInternational Conference on Learning Representations (ICLR), 2019 Richard Shin Neel Kant Kavi Gupta Christopher M. Bender Brandon Trabucco Rishabh Singh Basel Alomair NAI 183 46 0 27 Dec 2019
Coursera Corpus Mining and Multistage Fine-Tuning for Improving Lectures TranslationInternational Conference on Language Resources and Evaluation (LREC), 2019 Israfel Salazar Mary Dabre Atsushi Fujita Sadao Kurohashi 182 6 0 26 Dec 2019
Learning and Evaluating Contextual Embedding of Source Code Aditya Kanade Petros Maniatis Gogul Balakrishnan Kensen Shi ELM 218 82 0 21 Dec 2019
Measuring Compositional Generalization: A Comprehensive Method on Realistic DataInternational Conference on Learning Representations (ICLR), 2019 Daniel Keysers Nathanael Scharli Nathan Scales Hylke Buisman Daniel Furrer ... Tibor Tihon Dmitry Tsarkov Tianlin Li Marc van Zee Olivier Bousquet CoGe 220 382 0 20 Dec 2019
A Survey on Document-level Neural Machine Translation: Methods and Evaluation Sameen Maruf Fahimeh Saleh Gholamreza Haffari AI4TS 175 25 0 18 Dec 2019
In Nomine Function: Naming Functions in Stripped Binaries with Neural Networks Fiorella Artuso Giuseppe Antonio Di Luna Luca Massarelli Leonardo Querzoni 135 5 0 17 Dec 2019