NeoRL: A Near Real-World Benchmark for Offline Reinforcement Learning

1 February 2021

Papers citing "NeoRL: A Near Real-World Benchmark for Offline Reinforcement Learning"

21 / 21 papers shown

Title
SAMBO-RL: Shifts-aware Model-based Offline Reinforcement Learning Wang Luo Haoran Li Zicheng Zhang Congying Han Jiayu Lv Tiande Guo OffRL 46 1 0 23 Aug 2024
Exclusively Penalized Q-learning for Offline Reinforcement Learning Junghyuk Yeom Yonghyeon Jo Jungmo Kim Sanghyeon Lee Seungyul Han OffRL 40 2 0 23 May 2024
Reward-Consistent Dynamics Models are Strongly Generalizable for Offline Reinforcement Learning Fan Luo Tian Xu Xingchen Cao Yang Yu OffRL 29 7 0 09 Oct 2023
Robotic Manipulation Datasets for Offline Compositional Reinforcement Learning Marcel Hussing Jorge Armando Mendez Mendez Anisha Singrodia Cassandra Kent Eric Eaton OffRL 31 5 0 13 Jul 2023
Federated Ensemble-Directed Offline Reinforcement Learning Desik Rengarajan N. Ragothaman D. Kalathil S. Shakkottai OffRL 32 1 0 04 May 2023
Learning to Control Autonomous Fleets from Observation via Offline Reinforcement Learning Carolin Schmidt Daniele Gammelli Francisco Câmara Pereira Filipe Rodrigues OffRL 14 4 0 28 Feb 2023
MERLIN: Multi-agent offline and transfer learning for occupant-centric energy flexible operation of grid-interactive communities using smart meter data and CityLearn Kingsley Nweye S. Sankaranarayanan Zoltán Nagy OffRL AI4CE 25 25 0 31 Dec 2022
On Realization of Intelligent Decision-Making in the Real World: A Foundation Decision Model Perspective Ying Wen Bo Liu M. Zhou Shufang Hou Zhe Cao Chenyang Le Jingxiao Chen Zheng Tian Weinan Zhang Jun Wang AI4CE 23 10 0 24 Dec 2022
The Pump Scheduling Problem: A Real-World Scenario for Reinforcement Learning Henrique Donancio L. Vercouter H. Roclawski AI4CE 18 1 0 20 Oct 2022
Sustainable Online Reinforcement Learning for Auto-bidding Zhiyu Mou Yusen Huo Rongquan Bai Mingzhou Xie Chuan Yu Jian Xu Bo Zheng OffRL OnRL 34 15 0 13 Oct 2022
A Survey on Model-based Reinforcement Learning Fan Luo Tian Xu Hang Lai Xiong-Hui Chen Weinan Zhang Yang Yu OffRL LRM 50 101 0 19 Jun 2022
Bootstrapped Transformer for Offline Reinforcement Learning Kerong Wang Hanye Zhao Xufang Luo Kan Ren Weinan Zhang Dongsheng Li OffRL 16 37 0 17 Jun 2022
DARA: Dynamics-Aware Reward Augmentation in Offline Reinforcement Learning Jinxin Liu Hongyin Zhang Donglin Wang OffRL 38 32 0 13 Mar 2022
Measuring Data Quality for Dataset Selection in Offline Reinforcement Learning Phillip Swazinna Steffen Udluft Thomas Runkler OffRL 25 6 0 26 Nov 2021
Real-world challenges for multi-agent reinforcement learning in grid-interactive buildings Kingsley Nweye Bo Liu Peter Stone Zoltán Nagy OffRL AI4CE 37 37 0 25 Nov 2021
The Impact of Data Distribution on Q-learning with Function Approximation Pedro P. Santos Diogo S. Carvalho A. Sardinha Francisco S. Melo OffRL 19 2 0 23 Nov 2021
Curriculum Offline Imitation Learning Minghuan Liu Hanye Zhao Zhengyu Yang Jian Shen Weinan Zhang Li Zhao Tie-Yan Liu OffRL 29 1 0 03 Nov 2021
A Closer Look at Advantage-Filtered Behavioral Cloning in High-Noise Datasets J. E. Grigsby Yanjun Qi OffRL 24 5 0 10 Oct 2021
A Workflow for Offline Model-Free Robotic Reinforcement Learning Aviral Kumar Anika Singh Stephen Tian Chelsea Finn Sergey Levine OffRL 143 85 0 22 Sep 2021
Offline Reinforcement Learning: Tutorial, Review, and Perspectives on Open Problems Sergey Levine Aviral Kumar George Tucker Justin Fu OffRL GP 340 1,960 0 04 May 2020
Model-Agnostic Meta-Learning for Fast Adaptation of Deep Networks Chelsea Finn Pieter Abbeel Sergey Levine OOD 362 11,700 0 09 Mar 2017