Title
An Investigation into Neural Net Optimization via Hessian Eigenvalue Density Behrooz Ghorbani Shankar Krishnan Ying Xiao ODL 130 326 0 29 Jan 2019
Dense Depth Posterior (DDP) from Single Image and Sparse Range Yanchao Yang A. Wong Stefano Soatto 90 143 0 28 Jan 2019
Progressive Label Distillation: Learning Input-Efficient Deep Neural Networks Z. Q. Lin A. Wong 24 1 0 26 Jan 2019
Revisiting Self-Supervised Visual Representation Learning Alexander Kolesnikov Xiaohua Zhai Lucas Beyer SSL 211 719 0 25 Jan 2019
Ambitious Data Science Can Be Painless Hatef Monajemi Riccardo Murri Eric Jonas Percy Liang V. Stodden D. Donoho 140 13 0 25 Jan 2019
F1/10: An Open-Source Autonomous Cyber-Physical Platform Matthew O'Kelly Varundev Sukhil Houssam Abbas J. Harkins Chris Kao ... Rahul Mangharam Dipshil Agarwal Madhur Behl P. Burgio Marko Bertogna 68 105 0 24 Jan 2019
Meta-Learning Mean Functions for Gaussian Processes Vincent Fortuin Heiko Strathmann Gunnar Rätsch BDL FedML MLT 125 29 0 23 Jan 2019
Backprop with Approximate Activations for Memory-efficient Network Training Ayan Chakrabarti Benjamin Moseley 68 38 0 23 Jan 2019
Machine Learning for Wireless Communications in the Internet of Things: A Comprehensive Survey Jithin Jagannath Nicholas Polosky Anu Jagannath Francesco Restuccia Tommaso Melodia 106 232 0 23 Jan 2019
Deep Clustering with a Dynamic Autoencoder: From Reconstruction towards Centroids Construction Nairouz Mrabah N. Khan Riadh Ksantini Z. Lachiri 93 65 0 23 Jan 2019
Neural-Guided Symbolic Regression with Asymptotic Constraints Li Li Minjie Fan Rishabh Singh Patrick F. Riley 39 13 0 23 Jan 2019
Product-Aware Answer Generation in E-Commerce Question-Answering Shen Gao Zhaochun Ren Yue Zhao Dongyan Zhao D. Yin Rui Yan 77 82 0 23 Jan 2019
Sensitivity Analysis of Deep Neural Networks Hai Shu Hongtu Zhu AAML 46 53 0 22 Jan 2019
AccUDNN: A GPU Memory Efficient Accelerator for Training Ultra-deep Neural Networks Jinrong Guo Wantao Liu Wang Wang Q. Lu Songlin Hu Jizhong Han Ruixuan Li 64 9 0 21 Jan 2019
LayoutGAN: Generating Graphic Layouts with Wireframe Discriminators Jianan Li Jimei Yang Aaron Hertzmann Jianming Zhang Tingfa Xu GAN 77 231 0 21 Jan 2019
Friend, Collaborator, Student, Manager: How Design of an AI-Driven Game Level Editor Affects Creators Matthew J. Guzdial N. Liao Jonathan Chen Shao-Yu Chen Shukan Shah Vishwa Shah Josh Reno Gillian Smith Mark O. Riedl 78 136 0 18 Jan 2019
Analysis of Large-Scale Multi-Tenant GPU Clusters for DNN Training Workloads Myeongjae Jeon Shivaram Venkataraman Amar Phanishayee Junjie Qian Wencong Xiao Fan Yang GNN 102 358 0 17 Jan 2019
Learning Generalizable and Identity-Discriminative Representations for Face Anti-Spoofing X. Tu Jian-jun Zhao M. Xie Guodong Du Hengsheng Zhang Jianshu Li Zejun Ma Jiashi Feng CVBM OOD 57 91 0 17 Jan 2019
Class-Balanced Loss Based on Effective Number of Samples Huayu Chen Menglin Jia Nayeon Lee Yang Song Serge J. Belongie 202 2,302 0 16 Jan 2019
TensorFlow.js: Machine Learning for the Web and Beyond D. Smilkov Nikhil Thorat Yannick Assogba Ann Yuan Nick Kreeger ... D. Sculley R. Monga G. Corrado F. Viégas Martin Wattenberg 118 174 0 16 Jan 2019
Cascade Decoder: A Universal Decoding Method for Biomedical Image Segmentation Peixian Liang Jianxu Chen Hao Zheng Ling Yang Yizhe Zhang Benlin Liu MedIm 46 13 0 15 Jan 2019
Conditional deep surrogate models for stochastic, high-dimensional, and multi-fidelity systems Yibo Yang P. Perdikaris SyDa BDL AI4CE 66 56 0 15 Jan 2019
Learning Autonomous Exploration and Mapping with Semantic Vision Xiangyang Zhi Xuming He Sören Schwertfeger 128 9 0 15 Jan 2019
AutoPhase: Compiler Phase-Ordering for High Level Synthesis with Deep Reinforcement Learning Ameer Haj-Ali Qijing Huang William S. Moses J. Xiang Ion Stoica Krste Asanović J. Wawrzynek 52 36 0 15 Jan 2019
Self-Supervised Deep Active Accelerated MRI Kyong Hwan Jin M. Unser K. M. Yi OOD MedIm 76 60 0 14 Jan 2019
Enhancing Explainability of Neural Networks through Architecture Constraints Zebin Yang Aijun Zhang Agus Sudjianto AAML 52 89 0 12 Jan 2019
Preventing Posterior Collapse with delta-VAEs Ali Razavi Aaron van den Oord Ben Poole Oriol Vinyals DRL 100 171 0 10 Jan 2019
Fast GPU-Enabled Color Normalization for Digital Pathology Goutham Ramakrishnan Deepak Anand A. Sethi OOD MedIm 65 36 0 10 Jan 2019
Composite Shape Modeling via Latent Space Factorization Anastasia Dubrovina Fei Xia Panos Achlioptas Mira Shalah Raphael Groscot Leonidas Guibas 3DV 132 64 0 09 Jan 2019
MSR: Multi-Scale Shape Regression for Scene Text Detection Chuhui Xue Shijian Lu Wei Zhang 85 131 0 09 Jan 2019
CROSSBOW: Scaling Deep Learning with Small Batch Sizes on Multi-GPU Servers A. Koliousis Pijika Watcharapichat Matthias Weidlich Kai Zou Paolo Costa Peter R. Pietzuch 70 70 0 08 Jan 2019
Learning Independent Object Motion from Unlabelled Stereoscopic Videos Zhe Cao Abhishek Kar Christian Häne Jitendra Malik 84 34 0 07 Jan 2019
Learning-based Optimization of the Under-sampling Pattern in MRI C. D. Bahadir Adrian Dalca M. Sabuncu 124 115 0 07 Jan 2019
RayNet: Learning Volumetric 3D Reconstruction with Ray Potentials Despoina Paschalidou Ali O. Ulusoy Carolin Schmitt Luc van Gool Andreas Geiger 3DV 77 92 0 06 Jan 2019
RNNSecureNet: Recurrent neural networks for Cyber security use-cases R. MohammedHarunBabu R. Vinayakumar K. Soman 13 9 0 05 Jan 2019
Efficient Representation Learning Using Random Walks for Dynamic Graphs Hooman Peiro Sajjad Andrew Docherty Y. Tyshetskiy 59 27 0 05 Jan 2019
Can You Trust This Prediction? Auditing Pointwise Reliability After Learning Peter F. Schulam Suchi Saria OOD 101 104 0 02 Jan 2019
FPGA-based Accelerators of Deep Learning Networks for Learning and Classification: A Review Ahmad Shawahna S. M. Sait A. El-Maleh 77 380 0 01 Jan 2019
A Noise-Sensitivity-Analysis-Based Test Prioritization Technique for Deep Neural Networks Long Zhang Xuechao Sun Yong Li Zhenyu Zhang AAML 53 22 0 01 Jan 2019
Accurate, Data-Efficient, Unconstrained Text Recognition with Convolutional Neural Networks Mohamed Yousef K. Hussain U. S. Mohammed 3DV 98 126 0 31 Dec 2018
Cascaded V-Net using ROI masks for brain tumor segmentation Adrià Casamitjana Hugo J. Kuijf Bjoern Menze M. Reyes Verónica Vilaplana 71 196 0 30 Dec 2018
Monte-Carlo Sampling applied to Multiple Instance Learning for Histological Image Classification Marc Combalia João Paulo Papa 83 83 0 30 Dec 2018
A High-Performance CNN Method for Offline Handwritten Chinese Character Recognition and Visualization Pavlo Melnyk Zhiqiang You Keqin Li 54 73 0 30 Dec 2018
Attention-Based Capsule Networks with Dynamic Routing for Relation Extraction Ningyu Zhang Shumin Deng Zhanlin Sun Xi Chen Wei Zhang Huajun Chen GNN 75 98 0 29 Dec 2018
Drug cell line interaction prediction Pengfei Liu 71 117 0 28 Dec 2018
Improving the Interpretability of Deep Neural Networks with Knowledge Distillation Xuan Liu Xiaoguang Wang Stan Matwin HAI 73 101 0 28 Dec 2018
Stanza: Layer Separation for Distributed Training in Deep Learning Xiaorui Wu Hongao Xu Bo Li Y. Xiong MoE 61 9 0 27 Dec 2018
Deconfounding Reinforcement Learning in Observational Settings Chaochao Lu Bernhard Schölkopf José Miguel Hernández-Lobato CML OOD 173 75 0 26 Dec 2018
A Multi-Stream Convolutional Neural Network Framework for Group Activity Recognition Sina Mokhtarzadeh Azar Mina Ghadimi Atigh A. Nickabadi 40 22 0 26 Dec 2018
Deep learning electromagnetic inversion with convolutional neural networks V. Puzyrev AI4CE 50 198 0 26 Dec 2018