Title
Exascale Deep Learning for Scientific Inverse Problems N. Laanait Josh Romero Junqi Yin M. T. Young Sean Treichler V. Starchenko A. Borisevich Alexander Sergeev Michael A. Matheson FedML BDL 68 29 0 24 Sep 2019
PolSAR Image Classification Based on Dilated Convolution and Pixel-Refining Parallel Mapping network in the Complex Domain Dongling Xiao Chang Liu Liu Chang Chao Wang Xin Zhang 32 9 0 24 Sep 2019
Does BERT Make Any Sense? Interpretable Word Sense Disambiguation with Contextualized Embeddings Gregor Wiedemann Steffen Remus Avi Chawla Chris Biemann 113 176 0 23 Sep 2019
Speech Replay Detection with x-Vector Attack Embeddings and Spectral Features Jennifer Williams Joanna Rownicka 89 20 0 23 Sep 2019
Conservative set valued fields, automatic differentiation, stochastic gradient method and deep learning Jérôme Bolte Edouard Pauwels 104 129 0 23 Sep 2019
Recurrent Neural Network-based Model for Accelerated Trajectory Analysis in AIMD Simulations M. Eslamibidgoli Mehrdad Mokhtari M. Eikerling 61 13 0 23 Sep 2019
Multi-task Learning and Catastrophic Forgetting in Continual Reinforcement Learning Joao G. Ribeiro Francisco S. Melo João Dias CLL 56 12 0 22 Sep 2019
Underwater Image Super-Resolution using Deep Residual Multipliers M. Islam Sadman Sakib Enan Peigen Luo Junaed Sattar 67 67 0 20 Sep 2019
Genetic Neural Architecture Search for automatic assessment of human sperm images Erfan Miahi Seyed Abolghasem Mirroshandel Alexis Nasr 75 29 0 20 Sep 2019
Deep Metric Learning using Similarities from Nonlinear Rank Approximations Konstantin Schall Kai Uwe Barthel Nico Hezel Klaus Jung DML 25 3 0 20 Sep 2019
Deep Aggregation of Regional Convolutional Activations for Content Based Image Retrieval Konstantin Schall Kai Uwe Barthel Nico Hezel Klaus Jung 30 5 0 20 Sep 2019
Spherical Kernel for Efficient Graph Convolution on 3D Point Clouds Huan Lei Naveed Akhtar Ajmal Mian 3DPC 93 168 0 20 Sep 2019
MACS: Deep Reinforcement Learning based SDN Controller Synchronization Policy Design Ziyao Zhang Liang Ma Konstantinos Poularakis K. Leung J. Tucker A. Swami 34 14 0 19 Sep 2019
Deep Contextualized Pairwise Semantic Similarity for Arabic Language Questions Hesham Al-Bataineh Wael Farhan Ahmad Mustafa Haitham Seelawi Hussein T. Al-Natsheh 69 16 0 19 Sep 2019
How to Write Summaries with Patterns? Learning towards Abstractive Summarization through Prototype Editing Shen Gao Preslav Nakov Piji Li Zhangming Chan Dongyan Zhao Rui Yan 74 30 0 19 Sep 2019
Balsam: Automated Scheduling and Execution of Dynamic, Data-Intensive HPC Workflows Michael A. Salim T. Uram J. T. Childers Prasanna Balaprakash V. Vishwanath M. Papka 58 37 0 18 Sep 2019
Large e-retailer image dataset for visual search and product classification A. Bellétoile VLM 36 2 0 18 Sep 2019
Towards Efficient and Secure Delivery of Data for Deep Learning with Privacy-Preserving Juncheng Shen Juzheng Liu Yiran Chen H. Li FedML 34 6 0 17 Sep 2019
Deep End-to-End Alignment and Refinement for Time-of-Flight RGB-D Module Di Qiu Jiahao Pang Wenxiu Sun Chengxi Yang 82 23 0 17 Sep 2019
A Hybrid Deep Learning Approach for Diagnosis of the Erythemato-Squamous Disease Sayan Putatunda 20 13 0 17 Sep 2019
Temporally Consistent Depth Prediction with Flow-Guided Memory Units Chanho Eom Hyunjong Park Bumsub Ham MDE 68 14 0 16 Sep 2019
Gumbel-softmax Optimization: A Simple General Framework for Combinatorial Optimization Problems on Graphs Jing Liu Fei Gao Jiang Zhang 27 4 0 16 Sep 2019
A Self-Attentional Neural Architecture for Code Completion with Multi-Task Learning Fang Liu Ge Li Bolin Wei Xin Xia Zhiyi Fu Zhi Jin 63 74 0 16 Sep 2019
Particle reconstruction of volumetric particle image velocimetry with strategy of machine learning Q. Gao Shaowu Pan Hongping Wang R. Wei Jinjun Wang 3DV 21 30 0 16 Sep 2019
An Empirical Study towards Characterizing Deep Learning Development and Deployment across Different Frameworks and Platforms Qianyu Guo Sen Chen Xiaofei Xie Lei Ma Q. Hu Hongtao Liu Yang Liu Jianjun Zhao Xiaohong Li 94 125 0 15 Sep 2019
An Investigation Into On-device Personalization of End-to-end Automatic Speech Recognition Models K. Sim P. Zadrazil F. Beaufays 88 58 0 14 Sep 2019
DL2: A Deep Learning-driven Scheduler for Deep Learning Clusters Size Zheng Yixin Bao Yangrui Chen Chuan Wu Chen Meng Wei Lin 56 85 0 13 Sep 2019
Complexity-Scalable Neural Network Based MIMO Detection With Learnable Weight Scaling A. Mohammad C. Masouros Y. Andreopoulos 60 28 0 12 Sep 2019
CTRL: A Conditional Transformer Language Model for Controllable Generation N. Keskar Bryan McCann Lav Varshney Caiming Xiong R. Socher AI4CE 153 1,255 0 11 Sep 2019
FAT Forensics: A Python Toolbox for Algorithmic Fairness, Accountability and Transparency Kacper Sokol Raúl Santos-Rodríguez Peter A. Flach 55 37 0 11 Sep 2019
Addressing Algorithmic Bottlenecks in Elastic Machine Learning with Chicle Michael Kaufmann K. Kourtis Celestine Mendler-Dünner Adrian Schüpbach Thomas Parnell 18 0 0 11 Sep 2019
Deep Elastic Networks with Model Selection for Multi-Task Learning Chanho Ahn Eunwoo Kim Songhwai Oh 105 49 0 11 Sep 2019
RecSim: A Configurable Simulation Platform for Recommender Systems Eugene Ie Chih-Wei Hsu Martin Mladenov Vihan Jain Sanmit Narvekar Jing Wang Rui Wu Craig Boutilier 127 183 0 11 Sep 2019
Byzantine-Resilient Stochastic Gradient Descent for Distributed Learning: A Lipschitz-Inspired Coordinate-wise Median Approach Haibo Yang Xin Zhang Minghong Fang Jia-Wei Liu 70 42 0 10 Sep 2019
GEN: Highly Efficient SMILES Explorer Using Autodidactic Generative Examination Networks R. V. Deursen P. Ertl Igor V. Tetko Guillaume Godin 28 32 0 10 Sep 2019
LSTM-MSNet: Leveraging Forecasts on Sets of Related Time Series with Multiple Seasonal Patterns Kasun Bandara Christoph Bergmeir Hansika Hewamalage AI4TS 87 139 0 10 Sep 2019
Real Time Trajectory Prediction Using Deep Conditional Generative Models S. Gómez-González Sergey Prokudin Bernhard Schölkopf Jan Peters DRL AI4CE 47 40 0 09 Sep 2019
OCR4all -- An Open-Source Tool Providing a (Semi-)Automatic OCR Workflow for Historical Printings Christian Reul Dennis Christ Alexander Hartelt Nico Balbach Maximilian Wehner U. Springmann C. Wick Christine Grundig Andre Büttner F. Puppe 49 60 0 09 Sep 2019
Distributed Training of Embeddings using Graph Analytics G. Gill Roshan Dathathri Saeed Maleki Madan Musuvathi Todd Mytkowicz Olli Saarikivi The University of Texas at Austin GNN 26 1 0 08 Sep 2019
On the Acceleration of Deep Learning Model Parallelism with Staleness An Xu Zhouyuan Huo Heng-Chiao Huang 65 38 0 05 Sep 2019
Dense Extreme Inception Network: Towards a Robust CNN Model for Edge Detection Xavier Soria Poma Edgar Riba A. Sappa 96 302 0 04 Sep 2019
ICDM 2019 Knowledge Graph Contest: Team UWA Michael Stewart Majigsuren Enkhsaikhan Wei Liu 3DV 34 13 0 04 Sep 2019
Deep Learning-Aided Tabu Search Detection for Large MIMO Systems N. Nguyen Kyungchun Lee 71 66 0 04 Sep 2019
rlpyt: A Research Code Base for Deep Reinforcement Learning in PyTorch Adam Stooke Pieter Abbeel OffRL 77 98 0 03 Sep 2019
Making Efficient Use of Demonstrations to Solve Hard Exploration Problems T. Paine Çağlar Gülçehre Bobak Shahriari Misha Denil Matt Hoffman ... Duncan Williams Gabriel Barth-Maron Ziyun Wang Nando de Freitas Worlds Team 82 84 0 03 Sep 2019
PSDNet and DPDNet: Efficient channel expansion, Depthwise-Pointwise-Depthwise Inverted Bottleneck Block Guoqing Li Meng Zhang Qianru Zhang Ziyang Chen Wenzhao Liu Jiaojie Li Xuzhao Shen Jian Li Zhenyu Zhu Chau Yuen 73 5 0 03 Sep 2019
Guardians of the Deep Fog: Failure-Resilient DNN Inference from Edge to Cloud Ashkan Yousefpour Siddartha Devic Brian Q. Nguyen Aboudy Kreidieh Alan Liao Alexandre M. Bayen J. Jue FedML GNN 64 24 0 03 Sep 2019
Targeted Example Generation for Compilation Errors Umair Z. Ahmed Renuka Sindhgatta Nisheeth Srivastava Amey Karkare 57 28 0 02 Sep 2019
Kidney tumor segmentation using an ensembling multi-stage deep learning approach. A contribution to the KiTS19 challenge Gianmarco Santini Noémie Moreau M. Rubeaux 21 31 0 02 Sep 2019
Enriching Medcial Terminology Knowledge Bases via Pre-trained Language Model and Graph Convolutional Network Jiaying Zhang Zhixing Zhang Huanhuan Zhang Zhiyuan Ma Yangming Zhou Ping He MedIm 18 0 0 02 Sep 2019