Title
Automatic Cross-Replica Sharding of Weight Update in Data-Parallel Training Yuanzhong Xu HyoukJoong Lee Dehao Chen Hongjun Choi Blake A. Hechtman Shibo Wang 82 42 0 28 Apr 2020
On Distributed Non-convex Optimization: Projected Subgradient Method For Weakly Convex Problems in Networks Shixiang Chen Alfredo García Shahin Shahrampour 59 5 0 28 Apr 2020
EM-GAN: Fast Stress Analysis for Multi-Segment Interconnect Using Generative Adversarial Networks Wentian Jin Sheriff Sadiqbatcha Jinwei Zhang S. Tan 14 0 0 27 Apr 2020
Fashionpedia: Ontology, Segmentation, and an Attribute Localization Dataset Menglin Jia Mengyun Shi Mikhail Sirotenko Huayu Chen Claire Cardie B. Hariharan Hartwig Adam Serge J. Belongie 93 97 0 26 Apr 2020
SplitFed: When Federated Learning Meets Split Learning Chandra Thapa Pathum Chamikara Mahawaga Arachchige S. Çamtepe Lichao Sun FedML 113 596 0 25 Apr 2020
CFR-RL: Traffic Engineering with Reinforcement Learning in SDN Member Ieee Junjie Zhang Minghao Ye Senior Member Ieee Zehua Guo Chen-Yu Yen F. I. H. Jonathan Chao 37 139 0 24 Apr 2020
Computation on Sparse Neural Networks: an Inspiration for Future Hardware Fei Sun Minghai Qin Tianyun Zhang Liu Liu Yen-kuang Chen Yuan Xie 110 7 0 24 Apr 2020
Towards Characterizing Adversarial Defects of Deep Learning Software from the Lens of Uncertainty Xiyue Zhang Xiaofei Xie Lei Ma Xiaoning Du Q. Hu Yang Liu Jianjun Zhao Meng Sun AAML 60 79 0 24 Apr 2020
Joint Bilateral Learning for Real-time Universal Photorealistic Style Transfer Xide Xia Meng Zhang Tianfan Xue Zheng Sun Hui Fang Brian Kulis Jiawen Chen 3DH 80 52 0 23 Apr 2020
Amortized Bayesian model comparison with evidential deep learning Stefan T. Radev Marco D’Alessandro U. Mertens A. Voss Ullrich Kothe Paul-Christian Bürkner BDL 96 34 0 22 Apr 2020
SynthMorph: learning contrast-invariant registration without acquired images Malte Hoffmann Benjamin Billot Douglas N. Greve Juan Eugenio Iglesias Bruce Fischl Adrian Dalca MedIm 79 163 0 21 Apr 2020
How to Train your DNN: The Network Operator Edition M. Chang D. Bottini Lisa Jian Pranay Kumar Aurojit Panda S. Shenker 24 1 0 21 Apr 2020
Deep Learning for Time Series Forecasting: Tutorial and Literature Survey Konstantinos Benidis Syama Sundar Rangapuram Valentin Flunkert Bernie Wang Danielle C. Maddix ... David Salinas Lorenzo Stella François-Xavier Aubet Laurent Callot Tim Januschowski AI4TS 99 201 0 21 Apr 2020
Partial Volume Segmentation of Brain MRI Scans of any Resolution and Contrast Benjamin Billot Eleanor D. Robinson Adrian Dalca Juan Eugenio Iglesias 65 36 0 21 Apr 2020
Learning Continuous Treatment Policy and Bipartite Embeddings for Matching with Heterogeneous Causal Effects Will Y. Zou S. Shyam Michael Mui Mingshi Wang Jan Pedersen Zoubin Ghahramani CML 58 2 0 21 Apr 2020
Heterogeneous Causal Learning for Effectiveness Optimization in User Marketing Will Y. Zou Shuyang Du James Lee Jan Pedersen CML 34 7 0 21 Apr 2020
Facial Action Unit Intensity Estimation via Semantic Correspondence Learning with Dynamic Graph Convolution Yingruo Fan Jacqueline C. K. Lam Victor O.K. Li 91 50 0 20 Apr 2020
MGX: Near-Zero Overhead Memory Protection for Data-Intensive Accelerators Weizhe Hua M. Umar Zhiru Zhang G. E. Suh GNN 100 21 0 20 Apr 2020
Deep variational network for rapid 4D flow MRI reconstruction V. Vishnevskiy Jonas Walheim Sebastian Kozerke 61 69 0 20 Apr 2020
Integer Quantization for Deep Learning Inference: Principles and Empirical Evaluation Hao Wu Patrick Judd Xiaojie Zhang Mikhail Isaev Paulius Micikevicius MQ 105 362 0 20 Apr 2020
Roundtrip: A Deep Generative Neural Density Estimator Qiao Liu Jiaze Xu R. Jiang W. Wong OT 44 4 0 20 Apr 2020
Heterogeneous CPU+GPU Stochastic Gradient Descent Algorithms Yujing Ma Florin Rusu 33 3 0 19 Apr 2020
On the (Un)Reliability of Privacy Policies in Android Apps Luca Verderame David J. Caputo Andrea Romdhana Alessio Merlo 22 25 0 18 Apr 2020
DynamicEmbedding: Extending TensorFlow for Colossal-Scale Applications Yun Zeng Siqi Zuo Dongcai Shen 24 1 0 17 Apr 2020
Data-driven Flood Emulation: Speeding up Urban Flood Predictions by Deep Convolutional Neural Networks Zifeng Guo J. Leitão N. Simões V. Moosavi AI4CE 43 120 0 17 Apr 2020
How to Teach DNNs to Pay Attention to the Visual Modality in Speech Recognition George Sterpu Christian Saam N. Harte 74 29 0 17 Apr 2020
GEVO: GPU Code Optimization using Evolutionary Computation Jhe-Yu Liou Xiaodong Wang Stephanie Forrest Carole-Jean Wu 73 2 0 17 Apr 2020
A DICOM Framework for Machine Learning Pipelines against Real-Time Radiology Images P. Kathiravelu Puneet Sharma Ashish Sharma Imon Banerjee Hari M. Trivedi S. Purkayastha Priyanshu Sinha A. Cadrin-Chênevert Nabile M. Safdar J. Gichoya 19 14 0 16 Apr 2020
TensorOpt: Exploring the Tradeoffs in Distributed DNN Training with Auto-Parallelism Zhenkun Cai Kaihao Ma Xiao Yan Yidi Wu Yuzhen Huang James Cheng Teng Su F. Yu 66 45 0 16 Apr 2020
Fully Automated Myocardial Strain Estimation from CMR Tagged Images using a Deep Learning Framework in the UK Biobank E. Ferdian Avan Suinesiaputra K. Fung N. Aung E. Lukaschuk ... J. Paiva Stefan K. Piechnik S. Neubauer S. Petersen Alistair Young 54 36 0 15 Apr 2020
NN-based Transformation of Any SQL Cardinality Estimator for Handling DISTINCT, AND, OR and NOT Rojeh Hayek O. Shmueli 25 3 0 15 Apr 2020
Eigendecomposition-Free Training of Deep Networks for Linear Least-Square Problems Zheng Dang K. M. Yi Yinlin Hu Fei Wang Pascal Fua Mathieu Salzmann 63 12 0 15 Apr 2020
HODET: Hybrid Object DEtection and Tracking using mmWave Radar and Visual Sensors Joe Cyr J. Vanderpool Yu Chen Xiaohua Li 58 4 0 15 Apr 2020
TXtract: Taxonomy-Aware Knowledge Extraction for Thousands of Product Categories Giannis Karamanolakis Jun Ma Xin Luna Dong 61 65 0 15 Apr 2020
Towards a theory of machine learning V. Vanchurin 60 24 0 15 Apr 2020
A Fortran-Keras Deep Learning Bridge for Scientific Computing J. Ott M. Pritchard Natalie Best Erik J. Linstead M. Curcic Pierre Baldi AI4CE 57 98 0 14 Apr 2020
RealMonoDepth: Self-Supervised Monocular Depth Estimation for General Scenes Mertalp Ocal A. Mustafa SSL MDE 57 9 0 14 Apr 2020
An Efficient UAV-based Artificial Intelligence Framework for Real-Time Visual Tasks Enkhtogtokh Togootogtokh C. Micheloni G. Foresti N. Martinel 13 3 0 13 Apr 2020
Punctuation Prediction in Spontaneous Conversations: Can We Mitigate ASR Errors with Retrofitted Word Embeddings? Lukasz Augustyniak Piotr Szymañski Mikolaj Morzy Piotr Żelasko Adrian Szymczak Jan Mizgajski Yishay Carmiel Najim Dehak KELM 46 7 0 13 Apr 2020
Deep-Edge: An Efficient Framework for Deep Learning Model Update on Heterogeneous Edge Anirban Bhattacharjee A. Chhokra Hongyang Sun Shashank Shekhar A. Gokhale G. Karsai A. Dubey 38 8 0 13 Apr 2020
Minimizing FLOPs to Learn Efficient Sparse Representations Biswajit Paria Chih-Kuan Yeh Ian En-Hsu Yen N. Xu Pradeep Ravikumar Barnabás Póczós 82 69 0 12 Apr 2020
Domain Adaptive Transfer Attack (DATA)-based Segmentation Networks for Building Extraction from Aerial Images Younghwan Na Jun Hee Kim Kyungsu Lee Juhum Park J. Hwang Jihwan P. Choi OOD 23 28 0 11 Apr 2020
Multi-task Learning via Adaptation to Similar Tasks for Mortality Prediction of Diverse Rare Diseases Luchen Liu Zequn Liu Haoxian Wu Zichang Wang Jianhao Shen Yiping Song Ming Zhang 45 19 0 11 Apr 2020
Simulation-based Lidar Super-resolution for Ground Vehicles Tixiao Shan Jinkun Wang Fanfei Chen Paul Szenher Brendan Englot 3DPC 41 59 0 10 Apr 2020
Rapidly Deploying a Neural Search Engine for the COVID-19 Open Research Dataset: Preliminary Thoughts and Lessons Learned Edwin Zhang Nikhil Gupta Rodrigo Nogueira Kyunghyun Cho Jimmy J. Lin 55 58 0 10 Apr 2020
Boosting Semantic Human Matting with Coarse Annotations Jinlin Liu Yuan Yao Wendi Hou Miaomiao Cui Xuansong Xie Changshui Zhang Xiansheng Hua 3DH 80 90 0 10 Apr 2020
Multimodal Categorization of Crisis Events in Social Media Mahdi Abavisani Liwei Wu Shengli Hu Joel R. Tetreault A. Jaimes 98 88 0 10 Apr 2020
Industrial Forecasting with Exponentially Smoothed Recurrent Neural Networks M. Dixon AI4TS 49 15 0 09 Apr 2020
Learning to Drive Off Road on Smooth Terrain in Unstructured Environments Using an On-Board Camera and Sparse Aerial Images Travis Manderson Stefan Wapnick David Meger Gregory Dudek 73 34 0 09 Apr 2020
Nonlinear Dimensionality Reduction for Data Visualization: An Unsupervised Fuzzy Rule-based Approach Suchismita Das Nikhil Pal 16 8 0 08 Apr 2020