Title
Efficient Reinforcement Learning Development with RLzoo Zihan Ding Tianyang Yu Yanhua Huang Hongming Zhang Guo Li Quancheng Guo Kai Zou Hao Dong OffRL OnRL 25 6 0 18 Sep 2020
DRLE: Decentralized Reinforcement Learning at the Edge for Traffic Light Control in the IoV Pengyuan Zhou Xianfu Chen Zhi Liu Tristan Braud Pan Hui J. Kangasharju 36 54 0 03 Sep 2020
OR-Gym: A Reinforcement Learning Library for Operations Research Problems Christian D. Hubbs Hector D. Perez Owais Sarwar N. Sahinidis I. Grossmann J. Wassick OffRL AI4CE 62 74 0 14 Aug 2020
HOLMES: Health OnLine Model Ensemble Serving for Deep Learning Models in Intensive Care Units linda Qiao Yanbo Xu Alind Khare Satria Priambada K. Maher Alaa Aljiffry Jimeng Sun Alexey Tumanov OOD 66 90 0 10 Aug 2020
A Survey on Large-scale Machine Learning Meng Wang Weijie Fu Xiangnan He Shijie Hao Xindong Wu 84 112 0 10 Aug 2020
The Emergence of Adversarial Communication in Multi-Agent Reinforcement Learning J. Blumenkamp Amanda Prorok AAML AI4CE 96 59 0 06 Aug 2020
ClipUp: A Simple and Powerful Optimizer for Distribution-based Policy Evolution N. E. Toklu Paweł Liskowski R. Srivastava 52 11 0 05 Aug 2020
Queueing Network Controls via Deep Reinforcement Learning J. Dai Mark O. Gluzman OffRL 123 51 0 31 Jul 2020
Flower: A Friendly Federated Learning Research Framework Daniel J. Beutel Taner Topal Akhil Mathur Xinchi Qiu Javier Fernandez-Marques ... Lorenzo Sani Kwing Hei Li Titouan Parcollet Pedro Porto Buarque de Gusmão Nicholas D. Lane FedML 142 825 0 28 Jul 2020
HeAT -- a Distributed and GPU-accelerated Tensor Framework for Data Analytics Markus Goetz D. Coquelin Charlotte Debus K. Krajsek C. Comito ... Michael Tarnawa Simon Hanselmann M. Siggel A. Basermann Achim Streit 22 9 0 27 Jul 2020
High Performance Data Engineering Everywhere Chathura Widanage Niranda Perera V. Abeykoon Supun Kamburugamuve Thejaka Amila Kanewala Hasara Maithree P. Wickramasinghe A. Uyar Gurhan Gunduz Geoffrey C. Fox 30 18 0 19 Jul 2020
Enable an Open Software Defined Mobility Ecosystem through VEC-OF Sanchu Han Yong He Yin Ding 11 4 0 08 Jul 2020
Integrating Distributed Architectures in Highly Modular RL Libraries Albert Bou Sebastian Dittert Gianni De Fabritiis 54 0 0 06 Jul 2020
Enhancing SAT solvers with glue variable predictions Jesse Michael Han NAI AAML 89 14 0 06 Jul 2020
Hippo: Taming Hyper-parameter Optimization of Deep Learning with Stage Trees Ahnjae Shin Do Yoon Kim Joo Seong Jeong Byung-Gon Chun 50 4 0 22 Jun 2020
Sample Factory: Egocentric 3D Control from Pixels at 100000 FPS with Asynchronous Reinforcement Learning Aleksei Petrenko Zhehui Huang T. Kumar Gaurav Sukhatme V. Koltun 103 105 0 21 Jun 2020
Pipeline PSRO: A Scalable Approach for Finding Approximate Nash Equilibria in Large Games Stephen Marcus McAleer John Lanier Roy Fox Pierre Baldi 63 77 0 15 Jun 2020
GIPFA: Generating IPA Pronunciation from Audio Xavier Marjou 23 2 0 13 Jun 2020
TrueRMA: Learning Fast and Smooth Robot Trajectories with Recursive Midpoint Adaptations in Cartesian Space Jonas C. Kiemel Pascal Meissner Torsten Kröger 43 6 0 05 Jun 2020
Acme: A Research Framework for Distributed Reinforcement Learning Matthew W. Hoffman Bobak Shahriari John Aslanides Gabriel Barth-Maron Nikola Momchev ... Srivatsan Srinivasan A. Cowie Ziyun Wang Bilal Piot Nando de Freitas 143 226 0 01 Jun 2020
TrueÆdapt: Learning Smooth Online Trajectory Adaptation with Bounded Jerk, Acceleration and Velocity in Joint Space Jonas C. Kiemel Robin Weitemeyer Pascal Meissner Torsten Kröger TTA 40 3 0 30 May 2020
A Survey of Reinforcement Learning Algorithms for Dynamically Varying Environments Sindhu Padakandla 75 153 0 19 May 2020
Learning Composable Energy Surrogates for PDE Order Reduction Alex Beatson Jordan T. Ash Geoffrey Roeder Tianju Xue Ryan P. Adams AI4CE 66 15 0 13 May 2020
AutoCLINT: The Winning Method in AutoCV Challenge 2019 Woonhyuk Baek Ildoo Kim Sungwoong Kim Sungbin Lim 47 2 0 09 May 2020
Qd-tree: Learning Data Layouts for Big Data Analytics Zongheng Yang Badrish Chandramouli Chi Wang J. Gehrke Yinan Li U. F. Minhas P. Larson Donald Kossmann R. Acharya 70 94 0 22 Apr 2020
A non-cooperative meta-modeling game for automated third-party calibrating, validating, and falsifying constitutive laws with parallelized adversarial attacks Kun Wang WaiChing Sun Q. Du 44 23 0 13 Apr 2020
Deep-Edge: An Efficient Framework for Deep Learning Model Update on Heterogeneous Edge Anirban Bhattacharjee A. Chhokra Hongyang Sun Shashank Shekhar A. Gokhale G. Karsai A. Dubey 33 8 0 13 Apr 2020
The Collection Virtual Machine: An Abstraction for Multi-Frontend Multi-Backend Data Analysis Ingo Müller Renato Marroquín D. Koutsoukos Mike Wawrzoniak Sabir Akhadov Gustavo Alonso 129 13 0 04 Apr 2020
How Useful is Self-Supervised Pretraining for Visual Tasks? Alejandro Newell Jia Deng SSL 70 139 0 31 Mar 2020
Fiber: A Platform for Efficient Development and Distributed Training for Reinforcement Learning and Population-Based Methods Jiale Zhi Rui Wang Jeff Clune Kenneth O. Stanley OffRL 72 12 0 25 Mar 2020
A Deep Multi-Agent Reinforcement Learning Approach to Autonomous Separation Assurance Marc Brittain Xuxi Yang Peng Wei 29 19 0 17 Mar 2020
Machine Learning on Volatile Instances Xiaoxi Zhang Jianyu Wang Gauri Joshi Carlee Joe-Wong 56 25 0 12 Mar 2020
AutoPhase: Juggling HLS Phase Orderings in Random Forests with Deep Reinforcement Learning Qijing Huang Ameer Haj-Ali William S. Moses J. Xiang Ion Stoica Krste Asanović J. Wawrzynek 58 60 0 02 Mar 2020
Learning Scalable Multi-Agent Coordination by Spatial Differentiation for Traffic Signal Control Junjia Liu Huimin Zhang Zhuang Fu Yao Wang 29 2 0 27 Feb 2020
Provable Meta-Learning of Linear Representations Nilesh Tripuraneni Chi Jin Michael I. Jordan OOD 149 192 0 26 Feb 2020
Faasm: Lightweight Isolation for Efficient Stateful Serverless Computing Simon Shillaker Peter R. Pietzuch 86 286 0 21 Feb 2020
Accelerating Reinforcement Learning with a Directional-Gaussian-Smoothing Evolution Strategy Jiaxing Zhang Hoang Tran Guannan Zhang 68 9 0 21 Feb 2020
Hoplite: Efficient and Fault-Tolerant Collective Communication for Task-Based Distributed Systems Siyuan Zhuang Zhuohan Li Danyang Zhuo Stephanie Wang Eric Liang Robert Nishihara Philipp Moritz Ion Stoica 40 23 0 13 Feb 2020
A Novel Evolution Strategy with Directional Gaussian Smoothing for Blackbox Optimization Jiaxin Zhang Hoang Tran Dan Lu Guannan Zhang 87 17 0 07 Feb 2020
Effective Diversity in Population Based Reinforcement Learning Jack Parker-Holder Aldo Pacchiano K. Choromanski Stephen J. Roberts 128 165 0 03 Feb 2020
Neural MMO v1.3: A Massively Multiagent Game Environment for Training and Evaluating Neural Networks Joseph Suárez Yilun Du Igor Mordatch Phillip Isola AI4CE 65 6 0 31 Jan 2020
Cloudburst: Stateful Functions-as-a-Service Vikram Sreekanti Chenggang Wu X. Lin Johann Schleier-Smith Jose M. Faleiro Joseph E. Gonzalez J. M. Hellerstein Alexey Tumanov 59 139 0 14 Jan 2020
MushroomRL: Simplifying Reinforcement Learning Research Carlo DÉramo Davide Tateo Andrea Bonarini Marcello Restelli Jan Peters OffRL 55 85 0 04 Jan 2020
A Framework for Democratizing AI Shakkeel Ahmed Ravi Mula S. Dhavala 43 9 0 01 Jan 2020
Ripple: A Practical Declarative Programming Framework for Serverless Compute Shannon Joyner M. MacCoss Christina Delimitrou Hakim Weatherspoon 44 18 0 01 Jan 2020
Archipelago: A Scalable Low-Latency Serverless Platform Arjun Singhvi Kevin Houck Arjun Balasubramanian Mohammed Danish Shaikh Shivaram Venkataraman Aditya Akella 31 45 0 22 Nov 2019
DeepRacer: Educational Autonomous Racing Platform for Experimentation with Sim2Real Reinforcement Learning Bharathan Balaji S. Mallya Sahika Genc Saurabh Gupta Leo Dirac ... Yunzhe Tao Brian Townsend E. Calleja Sunil Muralidhara Dhanasekar Karuppasamy 75 57 0 05 Nov 2019
Hyper: Distributed Cloud Processing for Large-Scale Deep Learning Tasks Davit Buniatyan GNN 39 5 0 16 Oct 2019
Orchestrating the Development Lifecycle of Machine Learning-Based IoT Applications: A Taxonomy and Survey Bin Qian Jie Su Z. Wen D. N. Jha Yinhao Li ... Albert Y. Zomaya Omer F. Rana Lizhe Wang Maciej Koutny R. Ranjan 56 4 0 11 Oct 2019
Running Alchemist on Cray XC and CS Series Supercomputers: Dask and PySpark Interfaces, Deployment Options, and Data Transfer Times Kai Rothauge Haripriya Ayyalasomayajula K. Maschhoff Michael F. Ringenburg Michael W. Mahoney MoE 13 1 0 03 Oct 2019