Title
JORLDY: a fully customizable open source framework for reinforcement learning Kyushik Min Hyunho Lee Kwansu Shin Tae-woo Lee Hojoon Lee Jinwon Choi Sung-Hyun Son OnRL 21 0 0 11 Apr 2022
Pathways: Asynchronous Distributed Dataflow for ML P. Barham Aakanksha Chowdhery J. Dean Sanjay Ghemawat Steven Hand ... Parker Schuh Ryan Sepassi Laurent El Shafey C. A. Thekkath Yonghui Wu GNN MoE 120 132 0 23 Mar 2022
Adaptive Aggregation For Federated Learning K.R. Jayaram Vinod Muthusamy Gegi Thomas Ashish Verma Mark Purcell FedML 93 18 0 23 Mar 2022
Multitask Neuroevolution for Reinforcement Learning with Long and Short Episodes Nick Zhang Abhishek Gupta Zefeng Chen Yew-Soon Ong 54 7 0 21 Mar 2022
Automatic Parallelization of Python Programs for Distributed Heterogeneous Computing J. Shirako Akihiro Hayashi S. Paul Alexey Tumanov Vivek Sarkar 29 4 0 11 Mar 2022
A comparative study of non-deep learning, deep learning, and ensemble learning methods for sunspot number prediction Yuchen Dang Ziqi Chen Heng Li Hai Shu ELM BDL 48 26 0 11 Mar 2022
Exoshuffle: An Extensible Shuffle Architecture Frank Sifei Luan Stephanie Wang Samyukta Yagati Sean Kim Kenneth Lien Isaac Ong Tony Hong S. Cho Eric Liang Ion Stoica 32 7 0 09 Mar 2022
A Survey on Reinforcement Learning Methods in Character Animation Ariel Kwiatkowski Eduardo Alvarado Vicky Kalogeiton Chenxi Liu Julien Pettré M. van de Panne Marie-Paule Cani AI4CE 92 45 0 07 Mar 2022
Hyperparameter optimization of data-driven AI models on HPC systems Eric Wulff M. Girone J. Pata 47 8 0 02 Mar 2022
Avalanche RL: a Continual Reinforcement Learning Library Nicolo Lucchesi Antonio Carta Vincenzo Lomonaco Davide Bacciu 82 6 0 28 Feb 2022
Gradient-free Multi-domain Optimization for Autonomous Systems Hongrui Zheng Johannes Betz Rahul Mangharam 54 7 0 28 Feb 2022
DC and SA: Robust and Efficient Hyperparameter Optimization of Multi-subnetwork Deep Learning Models A. Treacher A. Montillo 44 0 0 24 Feb 2022
Missing Data Infill with Automunge Nicholas J. Teague 65 3 0 19 Feb 2022
ProxSkip: Yes! Local Gradient Steps Provably Lead to Communication Acceleration! Finally! Konstantin Mishchenko Grigory Malinovsky Sebastian U. Stich Peter Richtárik 61 156 0 18 Feb 2022
Zeroth-Order Actor-Critic: An Evolutionary Framework for Sequential Decision Problems Yuheng Lei Jianyu Chen Guojian Zhan Tao Zhang Jiangtao Li Jianyu Chen Shengbo Eben Li Sifa Zheng OffRL 82 3 0 29 Jan 2022
Achieving Efficient Distributed Machine Learning Using a Novel Non-Linear Class of Aggregation Functions Haizhou Du Ryan Yang Yijian Chen Qiao Xiang Andre Wibisono Wei Huang 44 0 0 29 Jan 2022
Alpa: Automating Inter- and Intra-Operator Parallelism for Distributed Deep Learning Lianmin Zheng Zhuohan Li Hao Zhang Yonghao Zhuang Zhifeng Chen ... Yuanzhong Xu Danyang Zhuo Eric P. Xing Joseph E. Gonzalez Ion Stoica MoE 139 104 0 28 Jan 2022
RosneT: A Block Tensor Algebra Library for Out-of-Core Quantum Computing Simulation Sergio Sánchez Ramírez Javier Conejero Francesc Lordan A. Queralt Toni Cortes Rosa M. Badia A. García-Sáez 36 4 0 17 Jan 2022
Balsa: Learning a Query Optimizer Without Expert Demonstrations Zongheng Yang Wei-Lin Chiang Sifei Luan Gautam Mittal Michael Luo Ion Stoica 36 62 0 05 Jan 2022
Evaluating the Robustness of Deep Reinforcement Learning for Autonomous Policies in a Multi-agent Urban Driving Environment Aizaz Sharif D. Marijan 33 5 0 22 Dec 2021
Adversarial Deep Reinforcement Learning for Improving the Robustness of Multi-agent Autonomous Driving Policies Aizaz Sharif D. Marijan AAML 88 16 0 22 Dec 2021
Learning Interpretable Models Through Multi-Objective Neural Architecture Search Zachariah Carmichael Tim Moon S. A. Jacobs AI4CE 48 9 0 16 Dec 2021
Reliable Actors with Retry Orchestration O. Tardieu D. Grove Gheorghe-Teodor Bercea Paul C. Castro J. Cwiklik Edward Epstein 39 3 0 22 Nov 2021
Assisted Robust Reward Design Jerry Zhi-Yang He Anca Dragan 56 9 0 18 Nov 2021
AI in Human-computer Gaming: Techniques, Challenges and Opportunities Qiyue Yin Jun Yang Kaiqi Huang Meijing Zhao Wancheng Ni Bin Liang Yan Huang Shu Wu Liangsheng Wang 54 21 0 15 Nov 2021
Practical Scheduling for Real-World Serverless Computing Kostis Kaffes N. Yadwadkar Christos Kozyrakis 48 13 0 14 Nov 2021
PowerGridworld: A Framework for Multi-Agent Reinforcement Learning in Power Systems David J. Biagioni Xinming Zhang Dylan Wald Deepthi Vaidhynathan Rohit Chintala J. King Ahmed S. Zamzam 91 34 0 10 Nov 2021
Performance Evaluation of Python Parallel Programming Models: Charm4Py and mpi4py Zane Fink Simeng Liu Jaemin Choi M. Diener L. Kalé ELM 58 2 0 08 Nov 2021
Causal-BALD: Deep Bayesian Active Learning of Outcomes to Infer Treatment-Effects from Observational Data Andrew Jesson P. Tigas Joost R. van Amersfoort Andreas Kirsch Uri Shalit Y. Gal CML 109 32 0 03 Nov 2021
Mastering Atari Games with Limited Data Weirui Ye Shao-Wei Liu Thanard Kurutach Pieter Abbeel Yang Gao VLM 137 242 0 30 Oct 2021
Using Non-Linear Causal Models to Study Aerosol-Cloud Interactions in the Southeast Pacific Andrew Jesson P. Manshausen A. Douglas D. Watson‐Parris Y. Gal P. Stier AI4Cl 129 7 0 28 Oct 2021
OneFlow: Redesign the Distributed Deep Learning Framework from Scratch Jinhui Yuan Xinqi Li Cheng Cheng Juncheng Liu Ran Guo ... Fei Yang Xiaodong Yi Chuan Wu Haoran Zhang Jie Zhao 62 41 0 28 Oct 2021
ABIDES-Gym: Gym Environments for Multi-Agent Discrete Event Simulation and Application to Financial Markets Selim Amrouni Aymeric Moulin Jared Vann Svitlana Vyetrenko T. Balch Manuela Veloso AI4CE 89 42 0 27 Oct 2021
Distributed Multi-Agent Deep Reinforcement Learning Framework for Whole-building HVAC Control Vinay Hanumaiah Sahika Genc AI4CE 64 6 0 26 Oct 2021
Mode and Ridge Estimation in Euclidean and Directional Product Spaces: A Mean Shift Approach Yikun Zhang Yen-Chi Chen 142 1 0 16 Oct 2021
Colmena: Scalable Machine-Learning-Based Steering of Ensemble Simulations for High Performance Computing Logan T. Ward Ganesh Sivaraman J. G. Pauloski Y. Babuji Ryan Chard ... R. Assary Kyle Chard L. Curtiss R. Thakur Ian Foster 59 40 0 06 Oct 2021
Following the Data, Not the Function: Rethinking Function Orchestration in Serverless Computing Minchen Yu Tingjia Cao Wei Wang Ruichuan Chen 47 54 0 28 Sep 2021
MiniHack the Planet: A Sandbox for Open-Ended Reinforcement Learning Research Mikayel Samvelyan Robert Kirk Vitaly Kurin Jack Parker-Holder Minqi Jiang Eric Hambro Fabio Petroni Heinrich Küttler Edward Grefenstette Tim Rocktaschel OffRL 317 91 0 27 Sep 2021
Semi-Autonomous Teleoperation via Learning Non-Prehensile Manipulation Skills Sangbeom Park Yoonbyung Chai Sunghyun Park Jeongeun Park Kyungjae Lee Sungjoon Choi SSL 62 5 0 27 Sep 2021
Using Physiological Information to Classify Task Difficulty in Human-Swarm Interaction Joseph P. Distefano Hemanth Manjunatha Souma Chowdhury Karthik Dantu David Doermann Ehsan Esfahani 62 3 0 24 Sep 2021
HPOBench: A Collection of Reproducible Multi-Fidelity Benchmark Problems for HPO Katharina Eggensperger Philip Muller Neeratyoy Mallik Matthias Feurer René Sass Aaron Klein Noor H. Awad Marius Lindauer Frank Hutter 240 104 0 14 Sep 2021
Learning Selective Communication for Multi-Agent Path Finding Ziyuan Ma Yudong Luo Jia Pan AI4CE 83 51 0 12 Sep 2021
MODC: Resilience for disaggregated memory architectures using task-based programming K. Keeton S. Singhal Haris Volos Yupu Zhang Ramesh Chandra Chaurasiya ... Nagaraju K N Mashood Abdulla Kavitha Natarajan Porno Shome Sanish Suresh 13 3 0 11 Sep 2021
Discovery of New Multi-Level Features for Domain Generalization via Knowledge Corruption A. Frikha Denis Krompass Volker Tresp OOD 90 1 0 09 Sep 2021
DAN: Decentralized Attention-based Neural Network for the MinMax Multiple Traveling Salesman Problem Yuhong Cao Zhanhong Sun Guillaume Sartoretti AI4TS 454 11 0 09 Sep 2021
Multi-model Machine Learning Inference Serving with GPU Spatial Partitioning S. Choi Sunho Lee Yeonjae Kim Jongse Park Youngjin Kwon Jaehyuk Huh 46 23 0 01 Sep 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 21 6 0 22 Aug 2021
Aggregation Delayed Federated Learning Ye Xue Diego Klabjan Yuan Luo FedML OOD 56 5 0 17 Aug 2021
AutoVideo: An Automated Video Action Recognition System Daochen Zha Zaid Pervaiz Bhat Yi-Wei Chen Yicheng Wang Sirui Ding ... Mohammad Bhat AnmollKumar Jain Alfredo Costilla Reyes Na Zou Helen Zhou 112 11 0 09 Aug 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 17 4 0 27 Jul 2021