A Minimalist Approach to Offline Reinforcement Learning

12 June 2021

Papers citing "A Minimalist Approach to Offline Reinforcement Learning"

50 / 522 papers shown

Title
An Investigation of Offline Reinforcement Learning in Factorisable Action Spaces Alex Beeson David Ireland Giovanni Montana OffRL 43 2 0 17 Nov 2024
OffLight: An Offline Multi-Agent Reinforcement Learning Framework for Traffic Signal Control Rohit Bokade Xiaoning Jin OffRL 39 0 0 10 Nov 2024
Constrained Latent Action Policies for Model-Based Offline Reinforcement Learning Marvin Alles Philip Becker-Ehmck Patrick van der Smagt Maximilian Karl OffRL 36 0 0 07 Nov 2024
P-MOSS: Learned Scheduling For Indexes Over NUMA Servers Using Low-Level Hardware Statistics Yeasir Rayhan Walid G. Aref 30 0 0 05 Nov 2024
Out-of-Distribution Recovery with Object-Centric Keypoint Inverse Policy for Visuomotor Imitation Learning George Jiayuan Gao Tianyu Li Nadia Figueroa 41 0 0 05 Nov 2024
Task-Aware Harmony Multi-Task Decision Transformer for Offline Reinforcement Learning Ziqing Fan Shengchao Hu Yuhang Zhou Li Shen Ya-Qin Zhang Yanfeng Wang Dacheng Tao OffRL 36 0 0 02 Nov 2024
Reinforcement Learning Gradients as Vitamin for Online Finetuning Decision Transformers Kai Yan A. Schwing Yu-xiong Wang OffRL OnRL 36 0 0 31 Oct 2024
Scalable Kernel Inverse Optimization Youyuan Long Tolga Ok Pedro Zattoni Scroccaro Peyman Mohajerin Esfahani 21 1 0 31 Oct 2024
DiffLight: A Partial Rewards Conditioned Diffusion Model for Traffic Signal Control with Missing Data Hanyang Chen Yang Jiang S. Guo Xiaowei Mao Youfang Lin Huaiyu Wan 42 1 0 30 Oct 2024
SoftCTRL: Soft conservative KL-control of Transformer Reinforcement Learning for Autonomous Driving Minh Tri Huynh Duc Dung Nguyen OffRL 31 0 0 30 Oct 2024
Offline Behavior Distillation Shiye Lei Sen Zhang Dacheng Tao OffRL 36 0 0 30 Oct 2024
NetworkGym: Reinforcement Learning Environments for Multi-Access Traffic Management in Network Simulation Momin Haider Ming Yin Menglei Zhang Arpit Gupta Jing Zhu Yu-Xiang Wang OffRL 31 1 0 30 Oct 2024
BraVE: Offline Reinforcement Learning for Discrete Combinatorial Action Spaces Matthew Landers Taylor W. Killian Hugo Barnes Thomas Hartvigsen Afsaneh Doryab OffRL 15 0 0 28 Oct 2024
Q-Distribution guided Q-learning for offline reinforcement learning: Uncertainty penalized Q-value via consistency model Jing Zhang Linjiajie Fang Kexin Shi Wenjia Wang Bing-Yi Jing OffRL 36 0 0 27 Oct 2024
OGBench: Benchmarking Offline Goal-Conditioned RL Seohong Park Kevin Frans Benjamin Eysenbach Sergey Levine OffRL 50 8 0 26 Oct 2024
Offline Reinforcement Learning with OOD State Correction and OOD Action Suppression Yixiu Mao Qi Wang Chen Chen Yun Qu Xiangyang Ji OffRL 48 6 0 25 Oct 2024
Solving Continual Offline RL through Selective Weights Activation on Aligned Spaces Jifeng Hu Sili Huang Li Shen Zhejian Yang Shengchao Hu Shisong Tang H. Chen Yi-Ju Chang Dacheng Tao Lichao Sun OffRL 36 0 0 21 Oct 2024
Offline-to-online Reinforcement Learning for Image-based Grasping with Scarce Demonstrations Bryan Chan Anson Leung James Bergstra OffRL OnRL 59 0 0 19 Oct 2024
Robust RL with LLM-Driven Data Synthesis and Policy Adaptation for Autonomous Driving Sihao Wu Jiaxu Liu Xiangyu Yin Guangliang Cheng Xingyu Zhao Meng Fang Xinping Yi Xiaowei Huang 30 0 0 16 Oct 2024
Gradient-Free Neural Network Training on the Edge Dotan Di Castro O. Joglekar Shir Kozlovsky Vladimir Tchuiev Michal Moshkovitz MQ 14 0 0 13 Oct 2024
Robust Offline Imitation Learning from Diverse Auxiliary Data Udita Ghosh Dripta S. Raychaudhuri Jiachen Li Konstantinos Karydis A. Roy-Chowdhury OffRL 24 1 0 04 Oct 2024
Mitigating Adversarial Perturbations for Deep Reinforcement Learning via Vector Quantization Tung M. Luu Thanh Nguyen Tee Joshua Tian Jin Sungwoon Kim Chang D. Yoo AAML 28 0 0 04 Oct 2024
Grounded Answers for Multi-agent Decision-making Problem through Generative World Model Zeyang Liu Xinrui Yang Shiguang Sun Long Qian Lipeng Wan Xingyu Chen Xuguang Lan 22 2 0 03 Oct 2024
Choices are More Important than Efforts: LLM Enables Efficient Multi-Agent Exploration Yun Qu Boyuan Wang Yuhang Jiang Jianzhun Shao Yixiu Mao Cheems Wang Chang Liu Xiangyang Ji 46 4 0 03 Oct 2024
ComaDICE: Offline Cooperative Multi-Agent Reinforcement Learning with Stationary Distribution Shift Regularization The Viet Bui Thanh Hong Nguyen Tien Mai OffRL 28 0 0 02 Oct 2024
Exploiting Structure in Offline Multi-Agent RL: The Benefits of Low Interaction Rank Wenhao Zhan Scott Fujimoto Zheqing Zhu Jason D. Lee Daniel Jiang Yonathan Efroni OffRL 29 0 0 01 Oct 2024
Scaling Offline Model-Based RL via Jointly-Optimized World-Action Model Pretraining Jie Cheng Ruixi Qiao Gang Xiong Binhua Li Yingwei Ma Binhua Li Yongbin Li Yisheng Lv OffRL OnRL LM&Ro 50 3 0 01 Oct 2024
DMC-VB: A Benchmark for Representation Learning for Control with Visual Distractors Joseph Ortiz Antoine Dedieu Wolfgang Lehrach Swaroop Guntupalli Carter Wendelken Ahmad Humayun Guangyao Zhou Sivaramakrishnan Swaminathan Miguel Lázaro-Gredilla Kevin P. Murphy OffRL 49 1 0 26 Sep 2024
OffRIPP: Offline RL-based Informative Path Planning Srikar Babu Gadipudi Srujan Deolasee Siva Kailas Wenhao Luo Katia P. Sycara Woojun Kim OffRL 32 2 0 25 Sep 2024
Adaptive Learn-then-Test: Statistically Valid and Efficient Hyperparameter Selection Matteo Zecchin Sangwoo Park Osvaldo Simeone LM&MA 74 3 0 24 Sep 2024
An Offline Adaptation Framework for Constrained Multi-Objective Reinforcement Learning Qian Lin Zongkai Liu Danying Mo Chao Yu OffRL 28 1 0 16 Sep 2024
xTED: Cross-Domain Adaptation via Diffusion-Based Trajectory Editing Haoyi Niu Qimao Chen Tenglong Liu Jianxiong Li Guyue Zhou Yi Zhang Jianming Hu Xianyuan Zhan 34 0 0 13 Sep 2024
Q-value Regularized Decision ConvFormer for Offline Reinforcement Learning Teng Yan Zhendong Ruan Yaobang Cai Yu Han Wenxian Li Yang Zhang OffRL 33 0 0 12 Sep 2024
The Role of Deep Learning Regularizations on Actors in Offline RL Denis Tarasov Anja Surina Çağlar Gülçehre OffRL AI4CE 53 1 0 11 Sep 2024
BetterBodies: Reinforcement Learning guided Diffusion for Antibody Sequence Design Yannick Vogt Mehdi Naouar M. Kalweit Christoph Cornelius Miething Justus Duyster Joschka Boedecker Gabriel Kalweit DiffM 32 0 0 09 Sep 2024
Surgical Task Automation Using Actor-Critic Frameworks and Self-Supervised Imitation Learning Jingshuai Liu Alain Andres Yonghang Jiang Xichun Luo Wenmiao Shu Sotirios A. Tsaftaris 39 0 0 04 Sep 2024
MAPF-GPT: Imitation Learning for Multi-Agent Pathfinding at Scale Anton Andreychuk Konstantin Yakovlev Aleksandr I. Panov A. Skrynnik AI4CE 65 3 0 29 Aug 2024
Skills Regularized Task Decomposition for Multi-task Offline Reinforcement Learning Minjong Yoo Sangwoo Cho Honguk Woo OffRL 37 10 0 28 Aug 2024
Optimization Solution Functions as Deterministic Policies for Offline Reinforcement Learning Vanshaj Khattar Ming Jin OffRL 18 0 0 27 Aug 2024
Unsupervised-to-Online Reinforcement Learning Junsu Kim Seohong Park Sergey Levine OnRL 53 3 0 27 Aug 2024
SUMO: Search-Based Uncertainty Estimation for Model-Based Offline Reinforcement Learning Zhongjian Qiao Jiafei Lyu Kechen Jiao Qi Liu Xiu Li OffRL 35 4 0 23 Aug 2024
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
Offline Model-Based Reinforcement Learning with Anti-Exploration Padmanaba Srinivasan William J. Knottenbelt OffRL 54 0 0 20 Aug 2024
Hokoff: Real Game Dataset from Honor of Kings and its Offline Reinforcement Learning Benchmarks Yun Qu Boyuan Wang Jianzhun Shao Yuhang Jiang Chen Chen ... Qiang Fu Wei Yang Guang Yang Lanxiao Huang Xiangyang Ji OffRL 51 9 0 20 Aug 2024
Enhancing Reinforcement Learning Through Guided Search Jérôme Arjonilla Abdallah Saffidine Tristan Cazenave OffRL 96 0 0 19 Aug 2024
D5RL: Diverse Datasets for Data-Driven Deep Reinforcement Learning Rafael Rafailov Kyle Hatch Anikait Singh Laura Smith Aviral Kumar ... Victor Kolev Philip J. Ball Jiajun Wu Chelsea Finn Sergey Levine OffRL 34 3 0 15 Aug 2024
Experimental evaluation of offline reinforcement learning for HVAC control in buildings Jun Wang Linyan Li Qi Liu Yu Yang OffRL AI4CE 22 1 0 15 Aug 2024
q-exponential family for policy optimization Lingwei Zhu Haseeb Shah Han Wang Yukie Nagai Martha White OffRL 78 0 0 14 Aug 2024
How to Solve Contextual Goal-Oriented Problems with Offline Datasets? Ying Fan Jingling Li Adith Swaminathan Aditya Modi Ching-An Cheng OffRL 72 0 0 14 Aug 2024
F1tenth Autonomous Racing With Offline Reinforcement Learning Methods Prajwal Koirala Cody Fleming OffRL 32 1 0 08 Aug 2024