Title
Bottlenecks CLUB: Unifying Information-Theoretic Trade-offs Among Complexity, Leakage, and Utility Behrooz Razeghi Flavio du Pin Calmon Deniz Gunduz Svyatoslav Voloshynovskiy 58 16 0 11 Jul 2022
Horizontal Federated Learning and Secure Distributed Training for Recommendation System with Intel SGX Siyuan Hui Yuqiu Zhang A. Hu Edmund Song FedML 35 2 0 11 Jul 2022
Synergy and Symmetry in Deep Learning: Interactions between the Data, Model, and Inference Algorithm Lechao Xiao Jeffrey Pennington 101 10 0 11 Jul 2022
TensorIR: An Abstraction for Automatic Tensorized Program Optimization Siyuan Feng Bohan Hou Hongyi Jin Wuwei Lin Junru Shao ... Zihao Ye Lianmin Zheng Cody Hao Yu Yong Yu Tianqi Chen 61 68 0 09 Jul 2022
Batch-efficient EigenDecomposition for Small and Medium Matrices Yue Song N. Sebe Wei Wang 85 2 0 09 Jul 2022
Towards Highly Expressive Machine Learning Models of Non-Melanoma Skin Cancer S. Thomas J. Lefevre Glenn W. Baxter N. Hamilton MedIm 85 2 0 09 Jul 2022
TF-GNN: Graph Neural Networks in TensorFlow Oleksandr Ferludin Arno Eigenwillig Martin J. Blais Dustin Zelle Jan Pfeifer ... Anton Tsitsulin Kevin Villela Lisa Wang David Wong Bryan Perozzi GNN 92 35 0 07 Jul 2022
Effective and Efficient Training for Sequential Recommendation using Recency Sampling Aleksandr V. Petrov Craig Macdonald 101 28 0 06 Jul 2022
Cascaded Deep Hybrid Models for Multistep Household Energy Consumption Forecasting L. Saad Saoud Hasan Almarzouqi Ramy Hussein 21 4 0 06 Jul 2022
AI-enhanced iterative solvers for accelerating the solution of large scale parametrized systems Stefanos Nikolopoulos I. Kalogeris V. Papadopoulos G. Stavroulakis 68 13 0 06 Jul 2022
Betty: An Automatic Differentiation Library for Multilevel Optimization Sang Keun Choe Willie Neiswanger P. Xie Eric P. Xing AI4CE 85 32 0 05 Jul 2022
Counterbalancing Teacher: Regularizing Batch Normalized Models for Robustness Saeid Asgari Taghanaki A. Gholami Fereshte Khani Kristy Choi Linh-Tam Tran Ran Zhang Aliasghar Khani 70 0 0 04 Jul 2022
Segmentation Guided Deep HDR Deghosting K. Prabhakar Susmit Agrawal R. Venkatesh Babu 34 2 0 04 Jul 2022
Protea: Client Profiling within Federated Systems using Flower Wanru Zhao Xinchi Qiu Javier Fernandez-Marques Pedro Porto Buarque de Gusmão Nicholas D. Lane 64 6 0 03 Jul 2022
Features of a Splashing Drop on a Solid Surface and the Temporal Evolution extracted through Image-Sequence Classification using an Interpretable Feedforward Neural Network Jingzu Yee Daichi Igarashi(五十嵐大地) A. Yamanaka Yoshiyuki Tagawa(田川義之) 36 1 0 03 Jul 2022
Scheduling Planting Time Through Developing an Optimization Model and Analysis of Time Series Growing Degree Units Javad Ansarifar Faezeh Akhavizadegan Lizhi Wang 26 1 0 02 Jul 2022
$FAIR principles for AI models with a practical application for accelerated high energy diffraction microscopy$ FAIR principles for AI models with a practical application for accelerated high energy diffraction microscopy Nikil Ravi Pranshu Chaturvedi Eliu A. Huerta Zhengchun Liu Ryan Chard Aristana Scourtas K. J. Schmidt Kyle Chard Ben Blaiszik Ian Foster 119 29 0 01 Jul 2022
Evaluating the Explainers: Black-Box Explainable Machine Learning for Student Success Prediction in MOOCs Vinitra Swamy Bahar Radmehr Natasa Krco Mirko Marras Tanja Käser FAtt ELM 105 42 0 01 Jul 2022
Shai-am: A Machine Learning Platform for Investment Strategies Jonghun Kwak Jungyu Ahn Jinho Lee S. Park 56 2 0 01 Jul 2022
ProSelfLC: Progressive Self Label Correction Towards A Low-Temperature Entropy State Xinshao Wang Yang Hua Elyor Kodirov S. Mukherjee David Clifton N. Robertson 97 6 0 30 Jun 2022
Deradicalizing YouTube: Characterization, Detection, and Personalization of Religiously Intolerant Arabic Videos Nuha Albadi Maram Kurdi Shivakant Mishra 60 15 0 30 Jun 2022
On-Device Training Under 256KB Memory Ji Lin Ligeng Zhu Wei-Ming Chen Wei-Chen Wang Chuang Gan Song Han MQ 144 213 0 30 Jun 2022
Scalable K-FAC Training for Deep Neural Networks with Distributed Preconditioning Lin Zhang Shaoshuai Shi Wei Wang Yue Liu 70 10 0 30 Jun 2022
Overview of Deep Learning-based CSI Feedback in Massive MIMO Systems Jiajia Guo Chao-Kai Wen Shi Jin Geoffrey Ye Li 94 155 0 29 Jun 2022
An Empirical Study of Challenges in Converting Deep Learning Models Moses Openja Amin Nikanjam Ahmed Haj Yahmed Foutse Khomh Zhen Ming Zhengyong Jiang AAML 106 19 0 28 Jun 2022
NumS: Scalable Array Programming for the Cloud Melih Elibol Vinamra Benara Samyukta Yagati Lianmin Zheng Alvin Cheung Michael I. Jordan Ion Stoica 82 4 0 28 Jun 2022
Memory Safe Computations with XLA Compiler A. Artemev Tilman Roeder Mark van der Wilk 63 8 0 28 Jun 2022
LiteCON: An All-Photonic Neuromorphic Accelerator for Energy-efficient Deep Learning (Preprint) Dharanidhar Dang Bill Lin D. Sahoo 29 5 0 28 Jun 2022
A mixed formulation for physics-informed neural networks as a potential solver for engineering problems in heterogeneous domains: comparison with finite element method Shahed Rezaei Ali Harandi Ahmad Moeineddin Bai-Xiang Xu Stefanie Reese 73 120 0 27 Jun 2022
Statistical inference with implicit SGD: proximal Robbins-Monro vs. Polyak-Ruppert Yoonhyung Lee Sungdong Lee Joong-Ho Won FedML OffRL 52 3 0 25 Jun 2022
PLATON: Pruning Large Transformer Models with Upper Confidence Bound of Weight Importance Qingru Zhang Simiao Zuo Chen Liang Alexander Bukharin Pengcheng He Weizhu Chen T. Zhao 81 81 0 25 Jun 2022
Bugs in Machine Learning-based Systems: A Faultload Benchmark Mohammad Mehdi Morovati Amin Nikanjam Foutse Khomh Zhen Ming Z. Jiang 80 21 0 24 Jun 2022
Towards Effective Depthwise Convolutions on ARMv8 Architecture Ruochen Hao Qinglin Wang Shangfei Yin Tianyang Zhou Siqi Shen Songzhu Mei Jie Liu MQ MDE 33 1 0 24 Jun 2022
Synthetic Data-Based Simulators for Recommender Systems: A Survey Elizaveta Stavinova A. Grigorievskiy A. Volodkevich P. Chunaev Klavdiya Olegovna Bochenina D. Bugaychenko SyDa 74 8 0 22 Jun 2022
QuantFace: Towards Lightweight Face Recognition by Synthetic Data Low-bit Quantization Fadi Boutros Naser Damer Arjan Kuijper CVBM MQ 77 39 0 21 Jun 2022
CoCoPIE XGen: A Full-Stack AI-Oriented Optimizing Framework Xiaofeng Li Bin Ren Xipeng Shen Yanzhi Wang GNN 52 0 0 21 Jun 2022
Deep Reinforcement Learning for Turbulence Modeling in Large Eddy Simulations Marius Kurz Philipp Offenhäuser Andrea Beck AI4CE 82 59 0 21 Jun 2022
Deep Learning Models on CPUs: A Methodology for Efficient Training Quchen Fu Ramesh Chukka Keith Achorn Thomas Atta-fosu Deepak R. Canchi Zhongwei Teng Jules White Douglas C. Schmidt 56 2 0 20 Jun 2022
Deep Partial Least Squares for Empirical Asset Pricing M. Dixon Nicholas G. Polson Kemen Goicoechea 65 2 0 20 Jun 2022
Critical Investigation of Failure Modes in Physics-informed Neural Networks S. Basir Inanc Senocak PINN AI4CE 68 20 0 20 Jun 2022
Deep Random Vortex Method for Simulation and Inference of Navier-Stokes Equations Rui Zhang Tailin Wu Qi Meng Yue Wang Rongchan Zhu Bingguang Chen Zhi-Ming Ma Tie-Yan Liu 81 16 0 20 Jun 2022
Productive Reproducible Workflows for DNNs: A Case Study for Industrial Defect Detection Perry Gibson José Cano AI4CE 65 1 0 19 Jun 2022
Characterizing and Mitigating the Difficulty in Training Physics-informed Artificial Neural Networks under Pointwise Constraints S. Basir Inanc Senocak AI4CE 68 1 0 19 Jun 2022
Pisces: Efficient Federated Learning via Guided Asynchronous Training Zhifeng Jiang Wei Wang Baochun Li Yue Liu FedML 73 25 0 18 Jun 2022
Fast Finite Width Neural Tangent Kernel Roman Novak Jascha Narain Sohl-Dickstein S. Schoenholz AAML 72 56 0 17 Jun 2022
A Spatio-Temporal Neural Network Forecasting Approach for Emulation of Firefront Models Andrew Bolt C. Huston Petra Kuhnert J. Dabrowski J. Hilton Conrad Sanderson AI4TS 123 11 0 17 Jun 2022
Fault-Tolerant Collaborative Inference through the Edge-PRUNE Framework Jani Boutellier Bo Tan J. Nurmi 52 2 0 16 Jun 2022
Nonwords Pronunciation Classification in Language Development Tests for Preschool Children Ilja Baumann Dominik Wagner Sebastian P. Bayerl Tobias Bocklet 58 5 0 16 Jun 2022
Autonomous Platoon Control with Integrated Deep Reinforcement Learning and Dynamic Programming Tong Liu Lei Lei Kan Zheng Kuan Zhang 80 27 0 15 Jun 2022
ProcTHOR: Large-Scale Embodied AI Using Procedural Generation Matt Deitke Eli VanderBilt Alvaro Herrasti Luca Weihs Jordi Salvador ... Winson Han Eric Kolve Ali Farhadi Aniruddha Kembhavi Roozbeh Mottaghi LM&Ro 126 265 0 14 Jun 2022