Title
Optimizing Network Performance for Distributed DNN Training on GPU Clusters: ImageNet/AlexNet Training in 1.5 Minutes Peng Sun Wansen Feng Ruobing Han Shengen Yan Yonggang Wen AI4CE 100 70 0 19 Feb 2019
SC-FEGAN: Face Editing Generative Adversarial Network with User's Sketch and Color Youngjoo Jo Jongyoul Park CVBM GAN 87 300 0 18 Feb 2019
Graph Dynamical Networks for Unsupervised Learning of Atomic Scale Dynamics in Materials T. Xie A. France-Lanord Yanming Wang Y. Shao-horn Jeffrey C. Grossman AI4CE 75 111 0 18 Feb 2019
Wide Neural Networks of Any Depth Evolve as Linear Models Under Gradient Descent Jaehoon Lee Lechao Xiao S. Schoenholz Yasaman Bahri Roman Novak Jascha Narain Sohl-Dickstein Jeffrey Pennington 236 1,112 0 18 Feb 2019
A parallel Fortran framework for neural networks and deep learning M. Curcic PINN FedML 48 30 0 18 Feb 2019
STCN: Stochastic Temporal Convolutional Networks Emre Aksan Otmar Hilliges BDL 59 62 0 18 Feb 2019
LocalNorm: Robust Image Classification through Dynamically Regularized Normalization Bojian Yin S. Schaafsma Henk Corporaal H. Scholte S. Bohté 30 2 0 18 Feb 2019
Multiple Document Representations from News Alerts for Automated Bio-surveillance Event Detection Aaron Tuor Fnu Anubhav L. Charles 23 0 0 17 Feb 2019
DeepFault: Fault Localization for Deep Neural Networks Hasan Ferit Eniser Simos Gerasimou A. Sen AAML 81 88 0 15 Feb 2019
Fast Task-Aware Architecture Inference Efi Kokiopoulou Anja Hauth L. Sbaiz Andrea Gesmundo Gábor Bartók Jesse Berent 3DV 74 17 0 15 Feb 2019
Network Offloading Policies for Cloud Robotics: a Learning-based Approach Sandeep P. Chinchali Apoorva Sharma James Harrison Amine Elhafsi Daniel Kang Evgenya Pergament Eyal Cidon Sachin Katti Marco Pavone OffRL 66 107 0 15 Feb 2019
Learning to Adaptively Scale Recurrent Neural Networks Hao Hu Liqiang Wang Guo-Jun Qi AI4CE 49 10 0 15 Feb 2019
Going Deep in Medical Image Analysis: Concepts, Methods, Challenges and Future Directions F. Altaf Syed Mohammed Shamsul Islam Naveed Akhtar N. Janjua OOD 113 201 0 15 Feb 2019
A Scalable Platform for Distributed Object Tracking across a Many-camera Network Aakash Khochare Aravindhan K. Krishnan Yogesh L. Simmhan VOT 69 15 0 14 Feb 2019
An Optimized Recurrent Unit for Ultra-Low-Power Keyword Spotting Justice Amoh K. Odame 67 18 0 13 Feb 2019
Why are Saliency Maps Noisy? Cause of and Solution to Noisy Saliency Maps Beomsu Kim Junghoon Seo Seunghyun Jeon Jamyoung Koo J. Choe Taegyun Jeon FAtt 74 70 0 13 Feb 2019
Salus: Fine-Grained GPU Sharing Primitives for Deep Learning Applications Peifeng Yu Mosharaf Chowdhury 57 73 0 12 Feb 2019
TensorSCONE: A Secure TensorFlow Framework using Intel SGX Roland Kunkel D. Quoc Franz Gregor Sergei Arnautov Pramod Bhatotia Christof Fetzer FedML 52 67 0 12 Feb 2019
Deep Reinforcement Learning from Policy-Dependent Human Feedback Dilip Arumugam Jun Ki Lee S. Saskin Michael L. Littman 76 100 0 12 Feb 2019
On Residual Networks Learning a Perturbation from Identity Michael Hauser 95 5 0 11 Feb 2019
MultiResUNet : Rethinking the U-Net Architecture for Multimodal Biomedical Image Segmentation Nabil Ibtehaz Mohammad Sohel Rahman SSeg 105 1,663 0 11 Feb 2019
Optimal Kronecker-Sum Approximation of Real Time Recurrent Learning Frederik Benzing M. Gauy Asier Mujika A. Martinsson Angelika Steger 126 23 0 11 Feb 2019
GET-AID: Visual Recognition of Human Rights Abuses via Global Emotional Traits Grigorios Kalliatakis Shoaib Ehsan Maria Fasli Klaus D. McDonald-Maier 26 0 0 11 Feb 2019
Paradigm shift in electron-based crystallography via machine learning Kevin Kaufmann Chaoyi Zhu Alexander S. Rosengarten Daniel Maryanovsky Tyler J. Harrington E. Marin K. Vecchio 55 118 0 10 Feb 2019
Novelty Search for Deep Reinforcement Learning Policy Network Weights by Action Sequence Edit Metric Distance Ethan C. Jackson Mark Daley 55 20 0 08 Feb 2019
Addressing Overfitting on Pointcloud Classification using Atrous XCRF Hasan Asy’ari Arief U. Indahl G. Strand H. Tveite 3DPC 51 37 0 08 Feb 2019
Fourier Neural Networks: A Comparative Study Abylay Zhumekenov Malika Uteuliyeva Olzhas Kabdolov Rustem Takhanov Z. Assylbekov Alejandro J. Castro 61 34 0 08 Feb 2019
Crop Yield Prediction Using Deep Neural Networks S. Khaki Lizhi Wang 66 561 0 07 Feb 2019
Neural Inverse Knitting: From Images to Manufacturing Instructions Alexandre Kaspar Tae-Hyun Oh L. Makatura Petr Kellnhofer Jacqueline Aslarus Wojciech Matusik 40 31 0 07 Feb 2019
Radial and Directional Posteriors for Bayesian Neural Networks Changyong Oh Kamil Adamczewski Mijung Park BDL 115 20 0 07 Feb 2019
Extending Stein's unbiased risk estimator to train deep denoisers with correlated pairs of noisy images Magauiya Zhussip Shakarim Soltanayev S. Chun OOD 37 3 0 07 Feb 2019
Neural Network Attributions: A Causal Perspective Aditya Chattopadhyay Piyushi Manupriya Anirban Sarkar V. Balasubramanian CML 102 146 0 06 Feb 2019
Technical Considerations for Semantic Segmentation in MRI using Convolutional Neural Networks Arjun D Desai G. Gold B. Hargreaves Akshay S. Chaudhari 72 30 0 05 Feb 2019
A Generalized Framework for Population Based Training Ang Li Ola Spyra Sagi Perel Valentin Dalibard Max Jaderberg Chenjie Gu David Budden Tim Harley Pramod Gupta 89 68 0 05 Feb 2019
Deep Convolutional Generative Adversarial Networks Based Flame Detection in Video Süleyman Aslan U. Güdükbay B. U. Toreyin A. Enis Çetin GAN 19 12 0 05 Feb 2019
Low-latency job scheduling with preemption for the development of deep learning Hidehito Yabuuchi Daisuke Taniwaki Shingo Omura 26 6 0 05 Feb 2019
Declarative Data Analytics: a Survey Nantia Makrynioti V. Vassalos 28 16 0 04 Feb 2019
Deep One-Class Classification Using Intra-Class Splitting Patrick Schlachter Yiwen Liao Bin Yang 53 25 0 04 Feb 2019
Hop: Heterogeneity-Aware Decentralized Training Qinyi Luo Jinkun Lin Youwei Zhuo Xuehai Qian 76 53 0 04 Feb 2019
Understanding Composition of Word Embeddings via Tensor Decomposition Abraham Frandsen Rong Ge CoGe 42 10 0 02 Feb 2019
TF-Replicator: Distributed Machine Learning for Researchers P. Buchlovsky David Budden Dominik Grewe Chris Jones John Aslanides ... Aidan Clark Sergio Gomez Colmenarejo Aedan Pope Fabio Viola Dan Belov GNN OffRL AI4CE 81 20 0 01 Feb 2019
ProteinNet: a standardized data set for machine learning of protein structure Mohammed AlQuraishi PINN 75 141 0 01 Feb 2019
Sharp Analysis for Nonconvex SGD Escaping from Saddle Points Cong Fang Zhouchen Lin Tong Zhang 92 104 0 01 Feb 2019
A Geometric Perspective on Optimal Representations for Reinforcement Learning Marc G. Bellemare Will Dabney Robert Dadashi Adrien Ali Taïga Pablo Samuel Castro Nicolas Le Roux Dale Schuurmans Tor Lattimore Clare Lyle 67 90 0 31 Jan 2019
Three-dimensional virtual refocusing of fluorescence microscopy images using deep learning Yichen Wu Y. Rivenson Hongda Wang Yilin Luo Eyal Ben-David L. Bentolila C. Pritz Aydogan Ozcan MedIm 57 188 0 31 Jan 2019
Memory-Efficient Adaptive Optimization Rohan Anil Vineet Gupta Tomer Koren Y. Singer ODL 92 49 0 30 Jan 2019
Direct Feedback Alignment with Sparse Connections for Local Learning Brian Crafton A. Parihar Evan Gebhardt A. Raychowdhury 79 57 0 30 Jan 2019
Semantic Redundancies in Image-Classification Datasets: The 10% You Don't Need Vighnesh Birodkar H. Mobahi Samy Bengio 88 82 0 29 Jan 2019
A Modular Benchmarking Infrastructure for High-Performance and Reproducible Deep Learning Tal Ben-Nun Maciej Besta Simon Huber A. Ziogas D. Peter Torsten Hoefler ELM ALM 69 78 0 29 Jan 2019
An Investigation into Neural Net Optimization via Hessian Eigenvalue Density Behrooz Ghorbani Shankar Krishnan Ying Xiao ODL 130 326 0 29 Jan 2019