Title
Natural Environment Benchmarks for Reinforcement Learning Amy Zhang Yuxin Wu Joelle Pineau OffRL OOD 80 69 0 14 Nov 2018
SAFE: Self-Attentive Function Embeddings for Binary Similarity Luca Massarelli Giuseppe Antonio Di Luna Fabio Petroni Leonardo Querzoni R. Baldoni 106 183 0 13 Nov 2018
Predicting Distresses using Deep Learning of Text Segments in Annual Reports R. Matin Casper Hansen Christian B. Hansen Pia Mølgaard 44 70 0 13 Nov 2018
Exploiting temporal and depth information for multi-frame face anti-spoofing Zezheng Wang Chenxu Zhao Yunxiao Qin Qiusheng Zhou Guojun Qi Jun Wan Zhen Lei CVBM 71 74 0 13 Nov 2018
Neuroimaging Modality Fusion in Alzheimer's Classification Using Convolutional Neural Networks Arjun Punjabi Adam Martersteck Yanran Wang T. Parrish Aggelos K. Katsaggelos Alzheimer's Disease Neuroimaging Initiative 35 45 0 13 Nov 2018
NeXtVLAD: An Efficient Neural Network to Aggregate Frame-level Features for Large-scale Video Classification Rongcheng Lin Jing Xiao Jianping Fan VLM 94 103 0 12 Nov 2018
A Framework of Transfer Learning in Object Detection for Embedded Systems Ioannis Athanasiadis Panagiotis G. Mousouliotis L. Petrou ObjD 49 14 0 12 Nov 2018
A test case for application of convolutional neural networks to spatio-temporal climate data: Re-identifying clustered weather patterns Ashesh Chattopadhyay Pedram Hassanzadeh S. Pasha 57 143 0 12 Nov 2018
Learning Segmentation Masks with the Independence Prior Songmin Dai Xiaoqiang Li Lu Wang Pin Wu Weiqin Tong Yimin Chen ISeg GAN 64 3 0 12 Nov 2018
Learning The Invisible: A Hybrid Deep Learning-Shearlet Framework for Limited Angle Computed Tomography T. Bubba Gitta Kutyniok Matti Lassas M. März Wojciech Samek S. Siltanen Vignesh Srinivasan 164 136 0 12 Nov 2018
Road Damage Detection And Classification In Smartphone Captured Images Using Mask R-CNN Janpreet Singh Shashank Shekhar 26 31 0 12 Nov 2018
SLANG: Fast Structured Covariance Approximations for Bayesian Deep Learning with Natural Gradient Aaron Mishkin Frederik Kunstner Didrik Nielsen Mark Schmidt Mohammad Emtiyaz Khan BDL UQCV 92 60 0 11 Nov 2018
Breast Cancer Classification from Histopathological Images with Inception Recurrent Residual Convolutional Neural Network Md. Zahangir Alom C. Yakopcic T. Taha V. Asari 43 265 0 10 Nov 2018
Adversarial Uncertainty Quantification in Physics-Informed Neural Networks Yibo Yang P. Perdikaris AI4CE PINN 161 361 0 09 Nov 2018
Toward Autonomous Rotation-Aware Unmanned Aerial Grasping Shijie Lin Jinwang Wang Wen Yang Gui-Song Xia 45 5 0 09 Nov 2018
MD-GAN: Multi-Discriminator Generative Adversarial Networks for Distributed Datasets Corentin Hardy Erwan Le Merrer B. Sericola GAN 137 181 0 09 Nov 2018
RoarNet: A Robust 3D Object Detection based on RegiOn Approximation Refinement K. Shin Y. Kwon Masayoshi Tomizuka 3DPC 84 180 0 09 Nov 2018
Pipe-SGD: A Decentralized Pipelined SGD Framework for Distributed Deep Net Training Youjie Li Hang Qiu Songze Li A. Avestimehr Nam Sung Kim Alex Schwing FedML 118 104 0 08 Nov 2018
Federated Learning for Mobile Keyboard Prediction Andrew Straiton Hard Kanishka Rao Zhifeng Lin Swaroop Indra Ramaswamy Youjie Li S. Augenstein Alex Schwing M. Annavaram A. Avestimehr FedML 154 1,558 0 08 Nov 2018
Measuring the Effects of Data Parallelism on Neural Network Training Christopher J. Shallue Jaehoon Lee J. Antognini J. Mamou J. Ketterling Yao Wang 132 409 0 08 Nov 2018
Confusion2Vec: Towards Enriching Vector Space Word Representations with Representational Ambiguities K. K. Thekumparampil Zinan Lin 61 23 0 08 Nov 2018
ColorUNet: A convolutional classification approach to colorization Zhihui Zhu Matthieu de Rochemonteix Marc Thibault 128 6 0 07 Nov 2018
Fast OBDD Reordering using Neural Message Passing on Hypergraph Geon-min Kim Hwaran Lee Bo-Kyeong Kim Soo-Young Lee AI4CE 26 2 0 06 Nov 2018
A Recurrent Graph Neural Network for Multi-Relational Data Xuankai Chang A. Marques G. Giannakis GNN 105 36 0 05 Nov 2018
Managing engineering systems with large state and action spaces through deep reinforcement learning Varun Chandrasekaran K. Papakonstantinou AI4CE 80 164 0 05 Nov 2018
Transfer learning for time series classification Hassan Ismail Fawaz Germain Forestier J. Weber L. Idoumghar Pierre-Alain Muller AI4TS 80 266 0 05 Nov 2018
Elastic CRFs for Open-ontology Slot Filling Yinpei Dai Yichi Zhang Hong Liu Zhijian Ou Yanmeng Wang Junlan Feng 87 2 0 04 Nov 2018
Probabilistic Programming with Densities in SlicStan: Efficient, Flexible and Deterministic Maria I. Gorinova Andrew D. Gordon Charles Sutton 77 24 0 02 Nov 2018
Auditing Data Provenance in Text-Generation Models Congzheng Song Vitaly Shmatikov MLAU 80 18 0 01 Nov 2018
Excessive Invariance Causes Adversarial Vulnerability J. Jacobsen Jens Behrmann R. Zemel Matthias Bethge AAML 140 167 0 01 Nov 2018
Fashionable Modelling with Flux Mike Innes Elliot Saba Keno Fischer Dhairya Gandhi Marco Concetto Rudilosso Neethu Mariya Joy Tejan Karmali Avik Pal Viral B. Shah AI4CE 119 164 0 01 Nov 2018
Efficient Humanoid Contact Planning using Learned Centroidal Dynamics Prediction Yu-Chi Lin Brahayam Pontón Ludovic Righetti Dmitry Berenson 70 41 0 31 Oct 2018
On the Effectiveness of Interval Bound Propagation for Training Verifiably Robust Models Sven Gowal Krishnamurthy Dvijotham Robert Stanforth Rudy Bunel Chongli Qin J. Uesato Relja Arandjelović Timothy A. Mann Pushmeet Kohli AAML 111 559 0 30 Oct 2018
AutoInt: Automatic Feature Interaction Learning via Self-Attentive Neural Networks Weiping Song Chence Shi Zhiping Xiao Zhijian Duan Yewen Xu Ming Zhang Jian Tang CML 148 863 0 29 Oct 2018
Rademacher Complexity for Adversarially Robust Generalization Dong Yin Kannan Ramchandran Peter L. Bartlett AAML 107 262 0 29 Oct 2018
A Hitchhiker's Guide On Distributed Training of Deep Neural Networks K. Chahal Manraj Singh Grover Kuntal Dey 3DH OOD 92 54 0 28 Oct 2018
Fabrik: An Online Collaborative Neural Network Editor Utsav Garg Viraj Prabhu Deshraj Yadav Ram Ramrakhya Harsh Agrawal Dhruv Batra GNN 65 4 0 27 Oct 2018
Automatic differentiation in ML: Where we are and where we should be going B. V. Merrienboer Olivier Breuleux Arnaud Bergeron Pascal Lamblin 57 78 0 26 Oct 2018
Scalable Distributed DNN Training using TensorFlow and CUDA-Aware MPI: Characterization, Designs, and Performance Evaluation A. A. Awan Jeroen Bédorf Ching-Hsiang Chu Hari Subramoni D. Panda GNN 63 45 0 25 Oct 2018
Forecasting Individualized Disease Trajectories using Interpretable Deep Learning Ahmed Alaa M. Schaar 52 13 0 24 Oct 2018
UAVid: A Semantic Segmentation Dataset for UAV Imagery Ye Lyu G. Vosselman Guisong Xia Alper Yilmaz M. Yang AI4TS VLM 91 12 0 24 Oct 2018
nGraph-HE: A Graph Compiler for Deep Learning on Homomorphically Encrypted Data Fabian Boemer Yixing Lao Rosario Cammarota Casimir Wierzynski FedML 129 166 0 23 Oct 2018
Interpreting Black Box Predictions using Fisher Kernels Rajiv Khanna Been Kim Joydeep Ghosh Oluwasanmi Koyejo FAtt 97 104 0 23 Oct 2018
Efficiently measuring a quantum device using machine learning D. Lennon H. Moon L. Camenzind Liuqi Yu D. Zumbuhl G. Briggs Michael A. Osborne E. Laird N. Ares 42 69 0 23 Oct 2018
Analyzing Neuroimaging Data Through Recurrent Deep Learning Models A. Thomas H. Heekeren K. Müller Wojciech Samek 63 78 0 23 Oct 2018
DropFilter: Dropout for Convolutions Zhengsu Chen 35 4 0 23 Oct 2018
The Faults in Our Pi Stars: Security Issues and Open Challenges in Deep Reinforcement Learning Vahid Behzadan Arslan Munir 88 27 0 23 Oct 2018
Unsupervised Features Extraction for Binary Similarity Using Graph Embedding Neural Networks R. Baldoni Giuseppe Antonio Di Luna Luca Massarelli Fabio Petroni Leonardo Querzoni 63 9 0 23 Oct 2018
MiME: Multilevel Medical Embedding of Electronic Health Records for Predictive Healthcare Edward Choi Cao Xiao Walter F. Stewart Jimeng Sun 158 237 0 22 Oct 2018
Using Deep Learning to Extend the Range of Air-Pollution Monitoring and Forecasting Philipp Haehnel Jakub Mareˇcek Julien Monteil Fearghal O'Donncha AI4CE 35 39 0 22 Oct 2018