Title
Improved Meta-Learning Training for Speaker Verification Yafeng Chen Wu Guo Bin Gu 26 7 0 29 Mar 2021
CalibDNN: Multimodal Sensor Calibration for Perception Using Deep Neural Networks Ganning Zhao Jiesi Hu Suya You C.-C. Jay Kuo HAI 27 29 0 27 Mar 2021
Bellman: A Toolbox for Model-Based Reinforcement Learning in TensorFlow John Mcleod Hrvoje Stojić Vincent Adam Dongho Kim Jordi Grau-Moya Peter Vrancx Felix Leibfried OffRL 23 2 0 26 Mar 2021
Deep learning on fundus images detects glaucoma beyond the optic disc Ruben Hemelings B. Elen J. Barbosa-Breda Matthew B. Blaschko P. Boever Ingeborg Stalmans MedIm 28 59 0 22 Mar 2021
Interpretable Deep Learning for the Remote Characterisation of Ambulation in Multiple Sclerosis using Smartphones Andrew P. Creagh F. Lipsmeier M. Lindemann M. D. Vos 35 17 0 16 Mar 2021
Cloth Manipulation Planning on Basis of Mesh Representations with Incomplete Domain Knowledge and Voxel-to-Mesh Estimation S. Arnold Daisuke Tanaka Kimitoshi Yamazaki 22 4 0 15 Mar 2021
Are deep learning models superior for missing data imputation in large surveys? Evidence from an empirical comparison Zhenhua Wang O. Akande Jason Poulos Fan Li BDL 26 22 0 14 Mar 2021
Artificial neural network as a universal model of nonlinear dynamical systems P. V. Kuptsov A. V. Kuptsova N. Stankevich 13 7 0 06 Mar 2021
ActiveGuard: An Active DNN IP Protection Technique via Adversarial Examples Mingfu Xue Shichang Sun Can He Yushu Zhang Jian Wang Weiqiang Liu AAML 27 8 0 02 Mar 2021
On the Utility of Gradient Compression in Distributed Training Systems Saurabh Agarwal Hongyi Wang Shivaram Venkataraman Dimitris Papailiopoulos 41 46 0 28 Feb 2021
A deep perceptual metric for 3D point clouds Maurice Quach A. Chetouani G. Valenzise Frederic Dufaux 3DPC 19 11 0 25 Feb 2021
Efficient Palm-Line Segmentation with U-Net Context Fusion Module Toan Pham Van S. T. Nguyen Linh Doan Bao Ngoc N. Tran Ta Minh Thanh 32 6 0 24 Feb 2021
Probabilistic Spatial Analysis in Quantitative Microscopy with Uncertainty-Aware Cell Detection using Deep Bayesian Regression of Density Maps Alvaro Gomariz Tiziano Portenier C. Nombela-Arrieta O. Goksel UQCV 28 6 0 23 Feb 2021
Galaxy Zoo DECaLS: Detailed Visual Morphology Measurements from Volunteers and Deep Learning for 314,000 Galaxies Mike Walmsley Chris J. Lintott Tobias Geron Sandor Kruk Coleman M Krawczyk ... B. Simmons R. Smethurst Lewis Smith E. Baeten C. Macmillan MDE 89 81 0 16 Feb 2021
Momentum Residual Neural Networks Michael E. Sander Pierre Ablin Mathieu Blondel Gabriel Peyré 34 57 0 15 Feb 2021
A Convolutional Neural Network based Cascade Reconstruction for the IceCube Neutrino Observatory R. Abbasi M. Ackermann J. Adams J. Aguilar M. Ahlers ... Zifei Shan J. Yáñez S. Yoshida T. Yuan Zheng Zhang 49 47 0 27 Jan 2021
Pruning and Quantization for Deep Neural Network Acceleration: A Survey Tailin Liang C. Glossner Lei Wang Shaobo Shi Xiaotong Zhang MQ 150 678 0 24 Jan 2021
Auto-weighted Robust Federated Learning with Corrupted Data Sources Shenghui Li Edith C.H. Ngai Fanghua Ye Thiemo Voigt FedML 27 28 0 14 Jan 2021
FabricNet: A Fiber Recognition Architecture Using Ensemble ConvNets Abu Quwsar Ohi M. F. Mridha Md. Abdul Hamid M. Monowar Faris A. Kateb 33 15 0 14 Jan 2021
Data-driven peakon and periodic peakon travelling wave solutions of some nonlinear dispersive equations via deep learning Li Wang Zhenya Yan 84 47 0 12 Jan 2021
Efficient 3D Point Cloud Feature Learning for Large-Scale Place Recognition Le Hui Mingmei Cheng Jin Xie Jian Yang 3DPC 249 71 0 07 Jan 2021
Demand Forecasting for Platelet Usage: from Univariate Time Series to Multivariate Models M. Motamedi Jessica Dawson Na Li D. Down N. Heddle AI4TS 26 20 0 06 Jan 2021
Adaptive Synthetic Characters for Military Training Volkan Ustun Rajay Kumar Adam Reilly Seyed Sajjadi Andrew Miller AI4CE 23 10 0 06 Jan 2021
Advances in Electron Microscopy with Deep Learning Jeffrey M. Ede 45 2 0 04 Jan 2021
COVID19-HPSMP: COVID-19 Adopted Hybrid and Parallel Deep Information Fusion Framework for Stock Price Movement Prediction Farnoush Ronaghi Mohammad Salimibeni F. Naderkhani Arash Mohammadi 26 27 0 02 Jan 2021
A Sparse Model-inspired Deep Thresholding Network for Exponential Signal Reconstruction -- Application in Fast Biological Spectroscopy Zehao Wang D. Guo Zhangren Tu Yihui Huang Yirong Zhou ... Donghai Lin Yongfu You Tatiana Agback V. Orekhov X. Qu 44 34 0 29 Dec 2020
Data-driven rogue waves and parameter discovery in the defocusing NLS equation with a potential using the PINN deep learning Li Wang Zhenya Yan 27 80 0 18 Dec 2020
Multi-Modal Depth Estimation Using Convolutional Neural Networks Sadique Adnan Siddiqui A. Vierling Karsten Berns MDE 24 6 0 17 Dec 2020
Embodied Visual Active Learning for Semantic Segmentation David Nilsson Aleksis Pirinen Erik Gartner C. Sminchisescu 42 35 0 17 Dec 2020
LiteMuL: A Lightweight On-Device Sequence Tagger using Multi-task Learning S. Kumari Vibhav Agarwal B. Challa Kranti Chalamalasetti Sourav Ghosh Harshavardhana Barath Raj Kandur Raja 29 1 0 15 Dec 2020
Cost-Effective Federated Learning Design Bing Luo Xiang Li Shiqiang Wang Jianwei Huang Leandros Tassiulas FedML 22 177 0 15 Dec 2020
Accelerating high-throughput virtual screening through molecular pool-based active learning David E. Graff E. Shakhnovich Connor W. Coley 87 143 0 13 Dec 2020
An AI-Assisted Design Method for Topology Optimization Without Pre-Optimized Training Data A. Halle L. Campanile A. Hasse AI4CE 16 11 0 11 Dec 2020
Secure Medical Image Analysis with CrypTFlow Javier Alvarez-Valle Pratik Bhatu Nishanth Chandran Divya Gupta A. Nori Aseem Rastogi Mayank Rathee Rahul Sharma Shubham Ugare MedIm 28 13 0 09 Dec 2020
A novel machine learning-based optimization algorithm (ActivO) for accelerating simulation-driven engine design Opeoluwa Owoyele P. Pal 14 31 0 08 Dec 2020
Hierarchical Deep Recurrent Neural Network based Method for Fault Detection and Diagnosis P. Agarwal Jorge Ivan Mireles Gonzalez A. Elkamel H. Budman 31 16 0 07 Dec 2020
Acoustic Hologram Optimisation Using Automatic Differentiation Tatsuki Fushimi Kenta Yamamoto Yoichi Ochiai 6 47 0 04 Dec 2020
Derivative-Informed Projected Neural Networks for High-Dimensional Parametric Maps Governed by PDEs Thomas O'Leary-Roseberry Umberto Villa Peng Chen Omar Ghattas 65 70 0 30 Nov 2020
FreezeNet: Full Performance by Reduced Storage Costs Paul Wimmer Jens Mehnert Alexandru Paul Condurache 33 13 0 28 Nov 2020
Batch Normalization Embeddings for Deep Domain Generalization Mattia Segu A. Tonioni Federico Tombari OOD AI4CE 37 130 0 25 Nov 2020
Uncertainty Estimation and Calibration with Finite-State Probabilistic RNNs Cheng Wang Carolin (Haas) Lawrence Mathias Niepert UQCV 29 10 0 24 Nov 2020
On the application of Physically-Guided Neural Networks with Internal Variables to Continuum Problems J. Ayensa-Jiménez M. H. Doweidar J. A. Sanz-Herrera Manuel Doblaré 24 1 0 23 Nov 2020
Integrating Deep Learning in Domain Sciences at Exascale Rick Archibald E. Chow E. DÁzevedo Jack J. Dongarra M. Eisenbach ... Florent Lopez Daniel Nichols S. Tomov Kwai Wong Junqi Yin PINN 23 5 0 23 Nov 2020
Distributed Deep Reinforcement Learning: An Overview Mohammad Reza Samsami Hossein Alimadad OffRL 14 27 0 22 Nov 2020
A Better and Faster End-to-End Model for Streaming ASR Yue Liu Anmol Gulati Jiahui Yu Tara N. Sainath Chung-Cheng Chiu ... Wei Han Qiao Liang Yu Zhang Trevor Strohman Yonghui Wu AuLLM 25 123 0 21 Nov 2020
Deep learning models for gastric signet ring cell carcinoma classification in whole slide images F. Kanavati Shin Ichihara Michael Rambeau O. Iizuka K. Arihiro M. Tsuneki MedIm 30 24 0 18 Nov 2020
A Novel Memory-Efficient Deep Learning Training Framework via Error-Bounded Lossy Compression Sian Jin Guanpeng Li Shuaiwen Leon Song Dingwen Tao AI4CE 29 12 0 18 Nov 2020
Overcomplete Deep Subspace Clustering Networks Jeya Maria Jose Valanarasu Vishal M. Patel 26 15 0 16 Nov 2020
Multi-modal, multi-task, multi-attention (M3) deep learning detection of reticular pseudodrusen: towards automated and accessible classification of age-related macular degeneration Qingyu Chen T. Keenan Alexis Allot Yifan Peng Elvira Agrón ... Chantal Cousineau-Krieger W. Wong Yingying Zhu E. Chew Zhiyong Lu MedIm 33 20 0 09 Nov 2020
Identifying Exoplanets with Deep Learning. IV. Removing Stellar Activity Signals from Radial Velocity Measurements Using Neural Networks Zoe L. de Beurs A. Vanderburg Christopher J. Shallue X. Dumusque A. Cameron ... K. Rice D. Sasselov A. Sozzetti S. Udry C. Watson 24 15 0 30 Oct 2020