Title
Shampoo: Preconditioned Stochastic Tensor Optimization Vineet Gupta Tomer Koren Y. Singer ODL 115 226 0 26 Feb 2018
Asynchronous Stochastic Proximal Methods for Nonconvex Nonsmooth Optimization Rui Zhu Di Niu Zongpeng Li 53 4 0 24 Feb 2018
The AdobeIndoorNav Dataset: Towards Deep Reinforcement Learning based Real-world Indoor Robot Visual Navigation Kaichun Mo Haoxiang Li Zhe Lin Joon-Young Lee 71 29 0 24 Feb 2018
Stochastic Gradient Descent on Highly-Parallel Architectures Yujing Ma Florin Rusu Martin Torres 98 6 0 24 Feb 2018
Harmonious Attention Network for Person Re-Identification Wei Li Xiatian Zhu S. Gong 68 1,353 0 22 Feb 2018
SparCML: High-Performance Sparse Communication for Machine Learning Cédric Renggli Saleh Ashkboos Mehdi Aghagolzadeh Dan Alistarh Torsten Hoefler 91 127 0 22 Feb 2018
Asynchronous Byzantine Machine Learning (the case of SGD) Georgios Damaskinos El-Mahdi El-Mhamdi R. Guerraoui Rhicheek Patra Mahsa Taziki FedML 79 42 0 22 Feb 2018
The Hidden Vulnerability of Distributed Learning in Byzantium El-Mahdi El-Mhamdi R. Guerraoui Sébastien Rouault AAML FedML 79 769 0 22 Feb 2018
On the Convergence and Robustness of Training GANs with Regularized Optimal Transport Maziar Sanjabi Jimmy Ba Meisam Razaviyayn Jason D. Lee GAN 105 139 0 22 Feb 2018
Federated Meta-Learning with Fast Convergence and Efficient Communication Fei Chen Mi Luo Zhenhua Dong Zhenguo Li Xiuqiang He FedML 83 398 0 22 Feb 2018
3LC: Lightweight and Effective Traffic Compression for Distributed Machine Learning Hyeontaek Lim D. Andersen M. Kaminsky 134 70 0 21 Feb 2018
Satellite imagery analysis for operational damage assessment in Emergency situations A. Trekin G. Novikov Georgy Potapov V. Ignatiev Evgeny Burnaev 53 38 0 19 Feb 2018
On the Optimization of Deep Networks: Implicit Acceleration by Overparameterization Sanjeev Arora Nadav Cohen Elad Hazan 132 488 0 19 Feb 2018
Efficient Sparse-Winograd Convolutional Neural Networks Xingyu Liu Jeff Pool Song Han W. Dally 59 122 0 18 Feb 2018
Horovod: fast and easy distributed deep learning in TensorFlow Alexander Sergeev Mike Del Balso 163 1,223 0 15 Feb 2018
Unsupervised Learning of Depth and Ego-Motion from Monocular Video Using 3D Geometric Constraints R. Mahjourian Martin Wicke A. Angelova MDE 120 729 0 15 Feb 2018
Fooling OCR Systems with Adversarial Text Images Congzheng Song Vitaly Shmatikov AAML 65 51 0 15 Feb 2018
NeVAE: A Deep Generative Model for Molecular Graphs Bidisha Samanta A. De G. Jana P. Chattaraj Niloy Ganguly Manuel Gomez Rodriguez GNN DRL BDL DiffM 101 218 0 14 Feb 2018
DiCE: The Infinitely Differentiable Monte-Carlo Estimator Jakob N. Foerster Gregory Farquhar Maruan Al-Shedivat Tim Rocktaschel Eric Xing Shimon Whiteson 120 97 0 14 Feb 2018
MemeSequencer: Sparse Matching for Embedding Image Macros Abhimanyu Dubey Esteban Moro Egido Manuel Cebrian Iyad Rahwan 67 35 0 14 Feb 2018
Exploring Hidden Dimensions in Parallelizing Convolutional Neural Networks Zhihao Jia Sina Lin C. Qi A. Aiken 101 117 0 14 Feb 2018
SLAQ: Quality-Driven Scheduling for Distributed Machine Learning Haoyu Zhang Logan Stafman Andrew Or M. Freedman 70 143 0 13 Feb 2018
Tensor Comprehensions: Framework-Agnostic High-Performance Machine Learning Abstractions Nicolas Vasilache O. Zinenko Theodoros Theodoridis Priya Goyal Zach DeVito William S. Moses Sven Verdoolaege Andrew Adams Albert Cohen 126 438 0 13 Feb 2018
Training and Inference with Integers in Deep Neural Networks Shuang Wu Guoqi Li F. Chen Luping Shi MQ 78 391 0 13 Feb 2018
Turning Your Weakness Into a Strength: Watermarking Deep Neural Networks by Backdooring Yossi Adi Carsten Baum Moustapha Cissé Benny Pinkas Joseph Keshet 107 686 0 13 Feb 2018
TVM: An Automated End-to-End Optimizing Compiler for Deep Learning Tianqi Chen T. Moreau Ziheng Jiang Lianmin Zheng Eddie Q. Yan ... Leyuan Wang Yuwei Hu Luis Ceze Carlos Guestrin Arvind Krishnamurthy 229 374 0 12 Feb 2018
Deep learning based supervised semantic segmentation of Electron Cryo-Subtomograms Chang Liu Xiangrui Zeng Ruogu Lin Xiaodan Liang Z. Freyberg Eric Xing Min Xu 30 15 0 12 Feb 2018
Online Learning for Effort Reduction in Interactive Neural Machine Translation Álvaro Peris F. Casacuberta 72 49 0 10 Feb 2018
Same-different problems strain convolutional neural networks Matthew Ricci Junkyung Kim Thomas Serre OOD 86 17 0 09 Feb 2018
Texygen: A Benchmarking Platform for Text Generation Models Yaoming Zhu Sidi Lu Lei Zheng Jiaxian Guo Weinan Zhang Jun Wang Yong Yu 121 696 0 06 Feb 2018
Personalized Machine Learning for Robot Perception of Affect and Engagement in Autism Therapy Ognjen Rudovic Jaeryoung Lee Miles Dai Bjorn Schuller Rosalind W. Picard 96 272 0 04 Feb 2018
GeniePath: Graph Neural Networks with Adaptive Receptive Paths Ziqi Liu Chaochao Chen Longfei Li Jun Zhou Xiaolong Li Le Song Yuan Qi GNN 114 314 0 03 Feb 2018
Interpretable Deep Convolutional Neural Networks via Meta-learning Xuan Liu Xiaoguang Wang Stan Matwin FaML 157 38 0 02 Feb 2018
Full Image Recover for Block-Based Compressive Sensing Xuemei Xie Chenye Wang Jiang Du Guangming Shi 129 17 0 01 Feb 2018
Inference, Learning and Attention Mechanisms that Exploit and Preserve Sparsity in Convolutional Networks Timo Hackel Mikhail (Misha) Usvyatsov S. Galliani Jan Dirk Wegner Konrad Schindler 87 14 0 31 Jan 2018
Deep Reinforcement Learning for Programming Language Correction Rahul Gupta Aditya Kanade S. Shevade HAI 96 34 0 31 Jan 2018
Counting Cells in Time-Lapse Microscopy using Deep Neural Networks Alex Gomez-Villa Augusto Salazar Igor Stefanini 31 5 0 31 Jan 2018
A CNN-based Spatial Feature Fusion Algorithm for Hyperspectral Imagery Classification Alan J. X. Guo Fei Zhu 42 36 0 31 Jan 2018
DeepDTA: Deep Drug-Target Binding Affinity Prediction Hakime Öztürk E. Olmez Arzucan Özgür 128 1,086 0 30 Jan 2018
Learning to Classify from Impure Samples with High-Dimensional Data Patrick T. Komiske E. Metodiev Benjamin Nachman M. Schwartz 80 76 0 30 Jan 2018
Open3D: A Modern Library for 3D Data Processing Qian-Yi Zhou Jaesik Park V. Koltun PINN AI4CE 130 1,634 0 30 Jan 2018
Evaluating approaches for supervised semantic labeling Nataliia Rümmele Y. Tyshetskiy Alex Collins 27 26 0 29 Jan 2018
Learning Combinations of Activation Functions Franco Manessi A. Rozza AI4CE 49 55 0 29 Jan 2018
Generative Adversarial Networks using Adaptive Convolution Nhat M. Nguyen Nilanjan Ray GAN 24 1 0 25 Jan 2018
Phonocardiographic Sensing using Deep Learning for Abnormal Heartbeat Detection S. Latif Muhammad Usman R. Rana Junaid Qadir 91 146 0 25 Jan 2018
Multi-pseudo Regularized Label for Generated Data in Person Re-Identification Y. Huang Jingsong Xu Qiang Wu Zhedong Zheng Zhaoxiang Zhang Jian Zhang GAN 121 114 0 21 Jan 2018
Multi-Task Pharmacovigilance Mining from Social Media Posts Shaika Chowdhury Chenwei Zhang Philip S. Yu 75 32 0 19 Jan 2018
Understanding the Disharmony between Dropout and Batch Normalization by Variance Shift Xiang Li Shuo Chen Xiaolin Hu Jian Yang 82 309 0 16 Jan 2018
Deep Metric Learning with BIER: Boosting Independent Embeddings Robustly M. Opitz Georg Waltner Horst Possegger Horst Bischof FedML OOD 111 166 0 15 Jan 2018
Which Training Methods for GANs do actually Converge? L. Mescheder Andreas Geiger Sebastian Nowozin 95 1,469 0 13 Jan 2018