Title
VolcanoML: Speeding up End-to-End AutoML via Scalable Search Space Decomposition Yang Li Yu Shen Wentao Zhang Jiawei Jiang Bolin Ding ... Jingren Zhou Zhi-Xin Yang Wentao Wu Ce Zhang Tengjiao Wang LRM 61 46 0 19 Jul 2021
Flood Segmentation on Sentinel-1 SAR Imagery with Semi-Supervised Learning Sayak Paul Siddha Ganju 62 32 0 18 Jul 2021
Parallel and Multi-Objective Falsification with Scenic and VerifAI Kesav Viswanadha Edward J. Kim Francis Indaheng Daniel J. Fremont Sanjit A. Seshia 59 10 0 09 Jul 2021
Towards Autonomous Pipeline Inspection with Hierarchical Reinforcement Learning N. Botteghi L.J.L. Grefte M. Poel B. Sirmaçek C. Brune Edwin Dertien Stefano Stramigioli 55 4 0 08 Jul 2021
KAISA: An Adaptive Second-Order Optimizer Framework for Deep Neural Networks J. G. Pauloski Qi Huang Lei Huang Shivaram Venkataraman Kyle Chard Ian Foster Zhao-jie Zhang 86 29 0 04 Jul 2021
Productivity, Portability, Performance: Data-Centric Python Yiheng Wang Yao Zhang Yanzhang Wang Yan Wan Jiao Wang Zhongyuan Wu Yuhao Yang Bowen She 161 101 0 01 Jul 2021
Tuning Mixed Input Hyperparameters on the Fly for Efficient Population Based AutoRL Jack Parker-Holder Vu Nguyen Shaan Desai Stephen J. Roberts 73 18 0 30 Jun 2021
Zero-Cost, Arrow-Enabled Data Interface for Apache Spark Sebastiaan Alvarez Rodriguez Jayjeet Chakraborty Aaron Chu I. Jimenez J. LeFevre C. Maltzahn Alexandru Uta 25 5 0 24 Jun 2021
Behavior Mimics Distribution: Combining Individual and Group Behaviors for Federated Learning Hua Huang Fanhua Shang Yuanyuan Liu Hongying Liu FedML 60 14 0 23 Jun 2021
Test-time Collective Prediction Celestine Mendler-Dünner Wenshuo Guo Stephen Bates Michael I. Jordan FedML 41 2 0 22 Jun 2021
Cogment: Open Source Framework For Distributed Multi-actor Training, Deployment & Operations AI Redefined S. Gottipati Sagar Kurandwad Clodéric Mars Gregory Szriftgiser Franccois Chabot 62 8 0 21 Jun 2021
Decentralized Local Stochastic Extra-Gradient for Variational Inequalities Aleksandr Beznosikov Pavel Dvurechensky Anastasia Koloskova V. Samokhin Sebastian U. Stich Alexander Gasnikov 71 43 0 15 Jun 2021
Launchpad: A Programming Model for Distributed Machine Learning Research Fan Yang Gabriel Barth-Maron Piotr Stańczyk Matthew Hoffman Siqi Liu M. Kroiss Aedan Pope Alban Rrustemi 71 24 0 07 Jun 2021
MALib: A Parallel Framework for Population-based Multi-agent Reinforcement Learning Ming Zhou Bo Liu Hanjing Wang Muning Wen Runzhe Wu Ying Wen Yaodong Yang Weinan Zhang Jun Wang OffRL 61 49 0 05 Jun 2021
The Earth Mover's Pinball Loss: Quantiles for Histogram-Valued Regression Florian List UQCV 38 4 0 03 Jun 2021
Motif Prediction with Graph Neural Networks Maciej Besta Raphael Grob Cesare Miglioli Nico Bernold Grzegorz Kwa'sniewski ... Raghavendra Kanakagiri Saleh Ashkboos Lukas Gianinazzi Nikoli Dryden Torsten Hoefler 87 38 0 26 May 2021
FaaSNet: Scalable and Fast Provisioning of Custom Serverless Container Runtimes at Alibaba Cloud Function Compute Ao Wang Shuai Chang Huangshi Tian Hongqi Wang Haoran Yang Huiba Li Rui Du Yue Cheng 134 111 0 24 May 2021
Distributed In-memory Data Management for Workflow Executions Renan Souza V. Silva Alexandre A. B. Lima Daniel de Oliveira P. Valduriez M. Mattoso 29 4 0 11 May 2021
A Scalable and Reproducible System-on-Chip Simulation for Reinforcement Learning Tegg Taekyong Sung Bo Ryu 21 2 0 27 Apr 2021
Towards Offloadable and Migratable Microservices on Disaggregated Architectures: Vision, Challenges, and Research Roadmap Xiaoyi Lu Arjun Kashyap 16 4 0 22 Apr 2021
ZMCintegral-v5.1: Support for Multi-function Integrations on GPUs Xiaoqiang Cao Jun-Jie Zhang 13 0 0 13 Apr 2021
High-Throughput Virtual Screening of Small Molecule Inhibitors for SARS-CoV-2 Protein Targets with Deep Fusion Models Garrett A. Stevenson Derek Jones Hyojin Kim W. D. Bennett B. Bennion ... A. Zemla Xiaohua Zhang Fangqiang Zhu F. Lightstone Jonathan E. Allen 41 17 0 09 Apr 2021
Network Environment Design for Autonomous Cyberdefense Andres Molina-Markham Cory Miniter Becky Powell Ahmad Ridley 72 42 0 13 Mar 2021
The AI Arena: A Framework for Distributed Multi-Agent Reinforcement Learning Edward W. Staley Corban G. Rivera Ashley J. Llorens AI4CE 21 1 0 09 Mar 2021
Quantifying Ignorance in Individual-Level Causal-Effect Estimates under Hidden Confounding Andrew Jesson Sören Mindermann Y. Gal Uri Shalit CML 90 56 0 08 Mar 2021
Low-Precision Reinforcement Learning: Running Soft Actor-Critic in Half Precision Johan Bjorck Xiangyu Chen Christopher De Sa Carla P. Gomes Kilian Q. Weinberger 135 6 0 26 Feb 2021
Derivative-Free Reinforcement Learning: A Review Hong Qian Yang Yu OffRL 132 42 0 10 Feb 2021
Searching for Alignment in Face Recognition Xiaqing Xu Qiang Meng Yunxiao Qin Jianzhu Guo Chenxu Zhao Feng Zhou Zhen Lei CVBM 69 16 0 10 Feb 2021
RL-Scope: Cross-Stack Profiling for Deep Reinforcement Learning Workloads James Gleeson Srivatsan Krishnan Moshe Gabel Vijay Janapa Reddi Eyal de Lara Gennady Pekhimenko OffRL 43 11 0 08 Feb 2021
FedH2L: Federated Learning with Model and Statistical Heterogeneity Yiying Li Wei Zhou Huaimin Wang Haibo Mi Timothy M. Hospedales FedML 157 29 0 27 Jan 2021
CPU Scheduling in Data Centers Using Asynchronous Finite-Time Distributed Coordination Mechanisms Andreas Grammenos Themistoklis Charalambous Evangelia Kalyvianaki 77 20 0 15 Jan 2021
Robust and Scalable Routing with Multi-Agent Deep Reinforcement Learning for MANETs Saeed Kaviani Bo Ryu Ejaz Ahmed Kevin Larson Anh-Ngoc Le Alex Yahja Jae H. Kim 67 20 0 09 Jan 2021
New Directions in Cloud Programming Alvin Cheung Natacha Crooks J. M. Hellerstein Mae Milano 62 24 0 04 Jan 2021
TensorX: Extensible API for Neural Network Model Design and Deployment Davide Nunes Luis M. Antunes 24 0 0 29 Dec 2020
Ekya: Continuous Learning of Video Analytics Models on Edge Compute Servers Romil Bhardwaj Zhengxu Xia Ganesh Ananthanarayanan Junchen Jiang Nikolaos Karianakis Yuanchao Shu Kevin Hsieh P. Bahl Ion Stoica 79 169 0 19 Dec 2020
TLeague: A Framework for Competitive Self-Play based Distributed Multi-Agent Reinforcement Learning Peng Sun Jiechao Xiong Lei Han Xinghai Sun Shuxing Li Jiawei Xu Meng Fang Zhengyou Zhang OffRL LRM 73 19 0 25 Nov 2020
RLlib Flow: Distributed Reinforcement Learning is a Dataflow Problem Eric Liang Zhanghao Wu Michael Luo Sven Mika Joseph E. Gonzalez Ion Stoica AI4CE 72 12 0 25 Nov 2020
An elastic framework for ensemble-based large-scale data assimilation Sebastian Friedemann Bruno Raffin AI4CE 28 9 0 21 Nov 2020
PACSET (Packed Serialized Trees): Reducing Inference Latency for Tree Ensemble Deployment Meghana Madhyastha Kunal Lillaney J. Browne Joshua T. Vogelstein Randal C. Burns 32 1 0 10 Nov 2020
AgEBO-Tabular: Joint Neural Architecture and Hyperparameter Search with Autotuned Data-Parallel Training for Tabular Data Romain Egele Prasanna Balaprakash V. Vishwanath Isabelle M Guyon Zhengying Liu LMTD 51 21 0 30 Oct 2020
Rosella: A Self-Driving Distributed Scheduler for Heterogeneous Clusters Qiong Wu Zhenming Liu VLM 29 3 0 28 Oct 2020
Runtime vs Scheduler: Analyzing Dask's Overheads Stanislav Böhm Jakub Beránek GP 8 12 0 21 Oct 2020
SMARTS: Scalable Multi-Agent Reinforcement Learning Training School for Autonomous Driving Ming Zhou Jun Luo Julian Villela Yaodong Yang David Rusu ... H. Ammar Hongbo Zhang Wulong Liu Jianye Hao Jun Wang 187 197 0 19 Oct 2020
PRIMAL2: Pathfinding via Reinforcement and Imitation Multi-Agent Learning -- Lifelong Mehul Damani Zhiyao Luo Emerson Wenzel Guillaume Sartoretti AI4CE 162 126 0 16 Oct 2020
Wukong: A Scalable and Locality-Enhanced Framework for Serverless Parallel Computing Benjamin Carver Jingyuan Zhang Ao Wang Ali Anwar Panruo Wu Yue Cheng 61 122 0 14 Oct 2020
Data Engineering for HPC with Python V. Abeykoon Niranda Perera Chathura Widanage Supun Kamburugamuve Thejaka Amila Kanewala Hasara Maithree P. Wickramasinghe A. Uyar Geoffrey C. Fox PINN AI4CE 18 12 0 13 Oct 2020
Context-Aware Drive-thru Recommendation Service at Fast Food Restaurants Luyang Wang Kai-Qi Huang Jiao Wang Shengsheng Huang J. Dai Zhuang Yue 26 1 0 13 Oct 2020
MicroRec: Efficient Recommendation Inference by Hardware and Data Structure Solutions Wenqi Jiang Zhen He Shuai Zhang Thomas B. Preußer Kai Zeng ... Tongxuan Liu Yong Li Jingren Zhou Ce Zhang Gustavo Alonso 51 7 0 12 Oct 2020
Move Fast and Meet Deadlines: Fine-grained Real-time Stream Processing with Cameo Le Xu Shivaram Venkataraman Indranil Gupta Kai Zou Rahul Potharaju AI4TS 31 30 0 06 Oct 2020
Joint Inference of Diffusion and Structure in Partially Observed Social Networks Using Coupled Matrix Factorization Maryam Ramezani Aryan Ahadinia Amirmohammad Ziaei Bideh Hamid R. Rabiee 110 9 0 03 Oct 2020