Title
FORML: Learning to Reweight Data for Fairness Bobby Yan Skyler Seto N. Apostoloff FaML 88 11 0 03 Feb 2022
Bayesian MRI Reconstruction with Joint Uncertainty Estimation using Diffusion Models Guanxiong Luo Moritz Blumenthal Martin Heide M. Uecker DiffM MedIm 104 72 0 03 Feb 2022
Security-Aware Virtual Network Embedding Algorithm based on Reinforcement Learning Peiying Zhang Chao Wang Chunxiao Jiang A. Benslimane 38 63 0 03 Feb 2022
Accelerated Quality-Diversity through Massive Parallelism Bryan Lim Maxime Allard Luca Grillotti Antoine Cully 83 17 0 02 Feb 2022
GADGET: Online Resource Optimization for Scheduling Ring-All-Reduce Learning Jobs Menglu Yu Ye Tian Bo Ji Chuan Wu Hridesh Rajan Jia-Wei Liu 39 19 0 02 Feb 2022
Modularity-Aware Graph Autoencoders for Joint Community Detection and Link Prediction Guillaume Salha-Galvan J. Lutzeyer George Dasoulas Romain Hennequin Michalis Vazirgiannis 119 53 0 02 Feb 2022
Using Deep Learning to Bootstrap Abstractions for Hierarchical Robot Planning Naman Shah Siddharth Srivastava 90 17 0 02 Feb 2022
Fast Convex Optimization for Two-Layer ReLU Networks: Equivalent Model Classes and Cone Decompositions Aaron Mishkin Arda Sahiner Mert Pilanci OffRL 191 30 0 02 Feb 2022
Black-box Bayesian inference for economic agent-based models Joel Dyer Patrick W Cannon J. Farmer Sebastian M. Schmon 107 24 0 01 Feb 2022
TopoOpt: Co-optimizing Network Topology and Parallelization Strategy for Distributed Training Jobs Weiyang Wang Moein Khazraee Zhizhen Zhong M. Ghobadi Zhihao Jia Dheevatsa Mudigere Ying Zhang A. Kewitsch 139 93 0 01 Feb 2022
Improving Parametric Neural Networks for High-Energy Physics (and Beyond) Luca Anzalone T. Diotalevi D. Bonacorsi 66 3 0 01 Feb 2022
Tutorial on amortized optimization Brandon Amos OffRL 185 48 0 01 Feb 2022
Assessment of DeepONet for reliability analysis of stochastic nonlinear dynamical systems Shailesh Garg Harshit Gupta S. Chakraborty 53 16 0 31 Jan 2022
Neural-PIM: Efficient Processing-In-Memory with Neural Approximation of Peripherals Weidong Cao Yilong Zhao Adith Boloor Yinhe Han Xuan Zhang Li Jiang 88 20 0 30 Jan 2022
Deep Non-Crossing Quantiles through the Partial Derivative Axel Brando J. Gimeno Jose A. Rodríguez-Serrano Jordi Vitrià 144 13 0 30 Jan 2022
LBCF: A Large-Scale Budget-Constrained Causal Forest Algorithm Meng Ai Biao Li Heyang Gong Qingwei Yu S. Xue Yuan Zhang Yunzhou Zhang Peng Jiang CML OffRL 66 19 0 29 Jan 2022
The KFIoU Loss for Rotated Object Detection Xue Yang Yue Zhou Gefan Zhang Jitui Yang Wentao Wang Junchi Yan Xiaopeng Zhang Q. Tian 169 173 0 29 Jan 2022
Flashlight: Enabling Innovation in Tools for Machine Learning Jacob Kahn Vineel Pratap Tatiana Likhomanenko Qiantong Xu Awni Y. Hannun ... Gilad Avidov Benoit Steiner Vitaliy Liptchinsky Gabriel Synnaeve R. Collobert 134 33 0 29 Jan 2022
Bayesian Nonlinear Models for Repeated Measurement Data: An Overview, Implementation, and Applications Se Yoon Lee 117 19 0 28 Jan 2022
Physics-informed neural networks to learn cardiac fiber orientation from multiple electroanatomical maps Carlos Ruiz Herrera Thomas Grandits Gernot Plank P. Perdikaris F. Sahli Costabal Simone Pezzuto 90 39 0 28 Jan 2022
Unsupervised Single-shot Depth Estimation using Perceptual Reconstruction Christoph Angermann Matthias Schwab Markus Haltmeier Christian Laubichler Steinbjörn Jónsson 81 5 0 28 Jan 2022
FinGAN: Generative Adversarial Network for Analytical Customer Relationship Management in Banking and Insurance Prateek Kate V. Ravi Akhilesh Gangwar AI4TS 73 3 0 27 Jan 2022
Hyperparameter Tuning for Deep Reinforcement Learning Applications M. Kiran Melis Ozyildirim 141 22 0 26 Jan 2022
Fast Server Learning Rate Tuning for Coded Federated Dropout Giacomo Verardo Daniela F. Barreira Marco Chiesa Dejan Kostic Gerald Q. Maguire Jr FedML 68 1 0 26 Jan 2022
Physics-informed ConvNet: Learning Physical Field from a Shallow Neural Network Peng Shi Zhi Zeng Tianshou Liang AI4CE 79 23 0 26 Jan 2022
Challenges in Migrating Imperative Deep Learning Programs to Graph Execution: An Empirical Study Tatiana Castro Vélez Raffi Khatchadourian M. Bagherzadeh A. Raja 62 9 0 24 Jan 2022
Unsupervised Music Source Separation Using Differentiable Parametric Source Models Kilian Schulze-Forster G. Richard Liam Kelley Clement S. J. Doire Roland Badeau 88 21 0 24 Jan 2022
Debiasing pipeline improves deep learning model generalization for X-ray based lung nodule detection M. J. Horry Subrata Chakraborty B. Pradhan M. Paul Jing Zhu H. Loh P. Barua Usha R. Acharya AI4CE 66 7 0 24 Jan 2022
Image features of a splashing drop on a solid surface extracted using a feedforward neural network Jingzu Yee A. Yamanaka Yoshiyuki Tagawa(田川義之) 64 14 0 24 Jan 2022
Terra: Imperative-Symbolic Co-Execution of Imperative Deep Learning Programs Taebum Kim Eunji Jeong Geonyong Kim Yunmo Koo Sehoon Kim Gyeong-In Yu Byung-Gon Chun AI4CE 72 5 0 23 Jan 2022
Hardware/Software Co-Programmable Framework for Computational SSDs to Accelerate Deep Learning Service on Large-Scale Graphs Miryeong Kwon Donghyun Gouk Sangwon Lee Myoungsoo Jung GNN 50 27 0 23 Jan 2022
An Attention-based ConvLSTM Autoencoder with Dynamic Thresholding for Unsupervised Anomaly Detection in Multivariate Time Series Tareq Tayeh Sulaiman A. Aburakhia Ryan Myers Abdallah Shami AI4TS 113 35 0 23 Jan 2022
RamanNet: A generalized neural network architecture for Raman Spectrum Analysis Nabil Ibtehaz M. Chowdhury Amith Khandakar S. Zughaier S. Kiranyaz Mohammad Sohel Rahman 39 25 0 20 Jan 2022
AI Technical Considerations: Data Storage, Cloud usage and AI Pipeline P. V. van Ooijen Erfan Darzidehkalani Andre Dekker 50 4 0 20 Jan 2022
Learning-From-Disagreement: A Model Comparison and Visual Analytics Framework Junpeng Wang Liang Wang Yan Zheng Chin-Chia Michael Yeh Shubham Jain Wei Zhang FAtt 89 14 0 19 Jan 2022
Hybrid Reinforcement Learning-Based Eco-Driving Strategy for Connected and Automated Vehicles at Signalized Intersections Zhengwei Bai Peng Hao ShangGuan Wei B. Cai Matthew Barth 49 104 0 19 Jan 2022
Building a Performance Model for Deep Learning Recommendation Model Training on GPUs Zhongyi Lin Louis Feng E. K. Ardestani Jaewon Lee J. Lundell Changkyu Kim A. Kejariwal John Douglas Owens 65 19 0 19 Jan 2022
Model-driven Cluster Resource Management for AI Workloads in Edge Clouds Qianlin Liang Walid A. Hanafy Ahmed Ali-Eldin Prashant J. Shenoy 67 39 0 18 Jan 2022
Neighboring Backdoor Attacks on Graph Convolutional Network Liang Chen Qibiao Peng Jintang Li Yang Liu Jiawei Chen Yong Li Zibin Zheng GNN AAML 86 11 0 17 Jan 2022
Moses: Efficient Exploitation of Cross-device Transferable Features for Tensor Program Optimization Zhihe Zhao Xian Shuai Yang Bai Neiwen Ling Nan Guan Zhenyu Yan Guoliang Xing 98 7 0 15 Jan 2022
Emotional Speaker Identification using a Novel Capsule Nets Model Ali Bou Nassif I. Shahin A. Elnagar Divya Velayudhan A. Alhudhaif K. Polat 62 29 0 09 Jan 2022
Repurposing Existing Deep Networks for Caption and Aesthetic-Guided Image Cropping Nora Horanyi Kedi Xia K. M. Yi Abhishake Kumar Bojja A. Leonardis H. Chang 101 12 0 07 Jan 2022
SMSE: A Serverless Platform for Multimedia Cloud Systems Chavit Denninnart M. Salehi 75 9 0 06 Jan 2022
Quantum Capsule Networks Zidu Liu Pei-Xin Shen Weikang Li L. Duan D. Deng GNN 107 19 0 05 Jan 2022
Classifying Turbulent Environments via Machine Learning M. Buzzicotti F. Bonaccorso 50 0 0 03 Jan 2022
'Moving On' -- Investigating Inventors' Ethnic Origins Using Supervised Learning Matthias Niggli 13 3 0 03 Jan 2022
Toward Causal-Aware RL: State-Wise Action-Refined Temporal Difference Hao Sun Taiyi A. Wang CML 75 6 0 02 Jan 2022
Turath-150K: Image Database of Arab Heritage Dani Kiyasseh Rasheed el-Bouri 28 0 0 01 Jan 2022
FamilySeer: Towards Optimized Tensor Codes by Exploiting Computation Subgraph Similarity Shanjun Zhang Mingzhen Li Hailong Yang Yi Liu Zhongzhi Luan D. Qian 71 0 0 01 Jan 2022
Actor Loss of Soft Actor Critic Explained Thibault Lahire 37 0 0 31 Dec 2021