Title
Deep Bayesian Image Set Classification: A Defence Approach against Adversarial Attacks N. Mirnateghi Syed Afaq Ali Shah Bennamoun BDL AAML 35 2 0 23 Aug 2021
Flexible Clustered Federated Learning for Client-Level Data Distribution Shift Moming Duan Duo Liu Xinyuan Ji Yu Wu Liang Liang Xianzhang Chen Yujuan Tan FedML OOD 88 115 0 22 Aug 2021
Apache Submarine: A Unified Machine Learning Platform Made Simple Kai-Hsun Chen Huan-Ping Su Wei-Chiu Chuang Hung-Chang Hsiao Wangda Tan ... Byron Hsu Keqiu Hu HuiYang Jian Quan Zhou Chien-Min Wang 29 6 0 22 Aug 2021
"Adversarial Examples" for Proof-of-Learning Rui Zhang Jian Liu Yuan Ding Zhibo Wu Qing Wu K. Ren AAML 77 35 0 21 Aug 2021
Understanding Data Storage and Ingestion for Large-Scale Deep Recommendation Model Training Mark Zhao Niket Agarwal Aarti Basant B. Gedik Satadru Pan ... Kevin Wilfong Harsha Rastogi Carole-Jean Wu Christos Kozyrakis Parikshit Pol GNN 84 76 0 20 Aug 2021
Quantization Backdoors to Deep Learning Commercial Frameworks Hua Ma Huming Qiu Yansong Gao Zhi-Li Zhang A. Abuadbba Minhui Xue Anmin Fu Jiliang Zhang S. Al-Sarawi Derek Abbott MQ 124 21 0 20 Aug 2021
MobileCaps: A Lightweight Model for Screening and Severity Analysis of COVID-19 Chest X-Ray Images S. Pawan Rahul Sankar A. Prabhudev P. Mahesh K. Prakashini S. Das Jeny Rajan 84 3 0 19 Aug 2021
Feature-weighted Stacking for Nonseasonal Time Series Forecasts: A Case Study of the COVID-19 Epidemic Curves Pieter Cawood Terence L van Zyl AI4TS 41 7 0 19 Aug 2021
Pruning in the Face of Adversaries F. Merkle Maximilian Samsinger Pascal Schöttle AAML CVBM 71 3 0 19 Aug 2021
Federated Multi-Target Domain Adaptation Chun-Han Yao Boqing Gong Huayu Chen Qi Yukun Zhu Ming-Hsuan Yang OOD FedML 104 64 0 17 Aug 2021
spectrai: A deep learning framework for spectral data C. Horgan Mads S. Bergholt VLM 67 5 0 17 Aug 2021
A Physics Informed Neural Network Approach to Solution and Identification of Biharmonic Equations of Elasticity M. Vahab E. Haghighat M. Khaleghi N. Khalili PINN 123 45 0 16 Aug 2021
Sonic: A Sampling-based Online Controller for Streaming Applications Yan Pei K. Pingali 67 0 0 15 Aug 2021
The Contextual Appointment Scheduling Problem N. S. Sadghiani Saeid Motiian 26 0 0 12 Aug 2021
Analysis of ODE2VAE with Examples Batuhan Koyuncu DRL 33 0 0 10 Aug 2021
Known Operator Learning and Hybrid Machine Learning in Medical Imaging -- A Review of the Past, the Present, and the Future Andreas K. Maier Harald Kostler M. Heisig P. Krauss S. Yang MedIm 132 30 0 10 Aug 2021
BenchENAS: A Benchmarking Platform for Evolutionary Neural Architecture Search Xiangning Xie Yuqiao Liu Yanan Sun Gary G. Yen Bing Xue Mengjie Zhang 117 19 0 09 Aug 2021
RECALL: Replay-based Continual Learning in Semantic Segmentation Andrea Maracani Umberto Michieli Marco Toldo Pietro Zanuttigh VLM CLL 107 116 0 08 Aug 2021
Online Evolutionary Batch Size Orchestration for Scheduling Deep Learning Workloads in GPU Clusters Chen Sun Shenggui Li Jinyue Wang Jun Yu 114 48 0 08 Aug 2021
Efficient Light Field Reconstruction via Spatio-Angular Dense Network Zexi Hu H. W. F. Yeung Xiaoming Chen Yuk Ying Chung Haisheng Li 3DV 74 16 0 08 Aug 2021
Learning to Transfer with von Neumann Conditional Divergence Ammar Shaker Shujian Yu Daniel Oñoro-Rubio OOD DRL 64 1 0 07 Aug 2021
From Domain-Specific Languages to Memory-Optimized Accelerators for Fluid Dynamics Karl F. A. Friebel Stephanie Soldavini G. Hempel C. Pilato J. Castrillón 79 9 0 06 Aug 2021
Toward Efficient Online Scheduling for Distributed Machine Learning Systems Menglu Yu Jia Liu Chuan Wu Bo Ji Elizabeth S. Bentley 89 6 0 06 Aug 2021
Deep Reinforcement Learning for Intelligent Reflecting Surface-assisted D2D Communications K. Nguyen Antonino Masaracchia Cheng Yin L. Nguyen O. Dobre T. Duong 33 11 0 06 Aug 2021
RIS-assisted UAV Communications for IoT with Wireless Power Transfer Using Deep Reinforcement Learning K. Nguyen Antonino Masaracchia Vishal Sharma H. Vincent Poor T. Duong 31 89 0 05 Aug 2021
HyperJump: Accelerating HyperBand via Risk Modelling Pedro Mendes Maria Casimiro Paolo Romano David Garlan 73 8 0 05 Aug 2021
DFSynthesizer: Dataflow-based Synthesis of Spiking Neural Networks to Neuromorphic Hardware Shihao Song Harry Chong Adarsha Balaji Anup Das J. Shackleford Nagarajan Kandasamy 66 30 0 04 Aug 2021
Improving Counterfactual Generation for Fair Hate Speech Detection Aida Mostafazadeh Davani Ali Omrani Brendan Kennedy M. Atari Xiang Ren Morteza Dehghani 70 11 0 03 Aug 2021
Automatic classification of eclipsing binary stars using deep learning methods M. Cokina V. Maslej-Krešňáková P. Butka S. Parimucha 23 6 0 03 Aug 2021
CARLA: A Python Library to Benchmark Algorithmic Recourse and Counterfactual Explanation Algorithms Martin Pawelczyk Sascha Bielawski J. V. D. Heuvel Tobias Richter Gjergji Kasneci CML 107 105 0 02 Aug 2021
Piecewise Linear Units Improve Deep Neural Networks Jordan Inturrisi Suiyang Khoo Abbas Kouzani Riccardo M. Pagliarella 49 4 0 02 Aug 2021
Leveraging Multiple Legacy Wi-Fi Links for Human Behavior Sensing Lingchao Guo Zhaoming Lu X. Wen Liming Wang David Gesbert Zijun Han 22 0 0 02 Aug 2021
Dynamic Multi-scale Convolution for Dialect Identification Tianlong Kong Shouyi Yin Dawei Zhang Wang Geng Xin Wang Dandan Song Jinwen Huang Huiyu Shi Xiaorui Wang 31 6 0 02 Aug 2021
NeuralDP Differentially private neural networks by design Moritz Knolle Dmitrii Usynin Alexander Ziller Marcus R. Makowski Daniel Rueckert Georgios Kaissis 49 1 0 30 Jul 2021
Manipulating Identical Filter Redundancy for Efficient Pruning on Deep and Complicated CNN Xiaohan Ding Tianxiang Hao Jungong Han Yuchen Guo Guiguang Ding 79 14 0 30 Jul 2021
Adaptive Optimizers with Sparse Group Lasso for Neural Networks in CTR Prediction Yun Yue Yongchao Liu Suo Tong Minghao Li Zhen Zhang Chunyang Wen Huanjun Bao Lihong Gu Jinjie Gu Yixiang Mu ODL AI4CE 35 2 0 30 Jul 2021
HAFLO: GPU-Based Acceleration for Federated Logistic Regression Xiaodian Cheng Wanhang Lu Xinyang Huang Shuihai Hu Kai Chen FedML 43 17 0 29 Jul 2021
Viewpoint-Invariant Exercise Repetition Counting Y. Hsu Qingpeng Zhang Tsougenis Efstratios K. Tsui 33 3 0 29 Jul 2021
Functorial String Diagrams for Reverse-Mode Automatic Differentiation Mario Alvarez-Picallo D. Ghica David Sprunger Fabio Zanasi 53 17 0 28 Jul 2021
Learned Optimizers for Analytic Continuation Dongchen Huang Yi-Feng Yang 49 9 0 28 Jul 2021
C^3Net: End-to-End deep learning for efficient real-time visual active camera control C. Kyrkou 57 5 0 28 Jul 2021
Deep Neural Network Approach to Estimate Early Worst-Case Execution Time Vikash Kumar 25 8 0 28 Jul 2021
Reinforcement Learning with Formal Performance Metrics for Quadcopter Attitude Control under Non-nominal Contexts Nicola Bernini M. Bessa R. Delmas A. Gold Eric Goubault R. Pennec S. Putot Franccois Sillion 59 7 0 27 Jul 2021
HPTMT: Operator-Based Architecture for Scalable High-Performance Data-Intensive Frameworks Supun Kamburugamuve Chathura Widanage Niranda Perera V. Abeykoon A. Uyar Thejaka Amila Kanewala G. V. Laszewski Geoffrey C. Fox 34 4 0 27 Jul 2021
LEGATO: A LayerwisE Gradient AggregaTiOn Algorithm for Mitigating Byzantine Attacks in Federated Learning Kamala Varma Yi Zhou Nathalie Baracaldo Ali Anwar FedML 68 16 0 26 Jul 2021
AI Multi-Tenancy on Edge: Concurrent Deep Learning Model Executions and Dynamic Model Placements on Edge Devices Piyush Subedi Jianwei Hao I. Kim Lakshmish Ramaswamy 35 19 0 26 Jul 2021
A Comprehensive Study on Colorectal Polyp Segmentation with ResUNet++, Conditional Random Field and Test-Time Augmentation Debesh Jha P. Smedsrud Dag Johansen Thomas de Lange H. Johansen Pål Halvorsen Michael A. Riegler 95 228 0 26 Jul 2021
Workpiece Image-based Tool Wear Classification in Blanking Processes Using Deep Convolutional Neural Networks D. Molitor C. Kubik R. Hetfleisch Peter Groche 29 19 0 26 Jul 2021
Physics-constrained Deep Learning for Robust Inverse ECG Modeling Jianxin Xie B. Yao 82 22 0 26 Jul 2021
FedLab: A Flexible Federated Learning Framework Dun Zeng Siqi Liang Xiangjing Hu Hui Wang Zenglin Xu FedML 80 119 0 24 Jul 2021