Online Reinforcement Learning

OnRL

Online Reinforcement Learning involves learning policies through continuous interaction with the environment, adapting to changes in real-time.

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Bootstrap Off-policy with World Model Guojian Zhan Likun Wang Xiangteng Zhang Jiaxin Gao Masayoshi Tomizuka Shengbo Eben Li OffRL OnRL 104 0 0 01 Nov 2025
Fill in the Blanks: Accelerating Q-Learning with a Handful of Demonstrations in Sparse Reward Settings Seyed Mahdi Basiri Azad Joschka Boedecker OffRL OnRL 68 0 0 28 Oct 2025
Guardian: Decoupling Exploration from Safety in Reinforcement Learning Kaitong Cai Jusheng Zhang Jing Yang Keze Wang OffRL OnRL 84 0 0 26 Oct 2025
RLBoost: Harvesting Preemptible Resources for Cost-Efficient Reinforcement Learning on LLMs Yongji Wu Xueshen Liu Haizhong Zheng Juncheng Gu Beidi Chen Z. Morley Mao Arvind Krishnamurthy Eric Liang OffRL OnRL 40 0 0 22 Oct 2025
Human-Agent Collaborative Paper-to-Page Crafting for Under $0.1$ Qianli Ma Siyu Wang Yilin Chen Yinhao Tang Yixiang Yang Chang Guo Bingjie Gao Zhening Xing Yanan Sun Zhipeng Zhang OnRL 36 0 0 22 Oct 2025
Adversarial Fine-tuning in Offline-to-Online Reinforcement Learning for Robust Robot Control Shingo Ayabe Hiroshi Kera K. Kawamoto AAML OffRL OnRL 55 0 0 15 Oct 2025
Missing Data Multiple Imputation for Tabular Q-Learning in Online RL Kyla Chasalow Skyler Wu Susan Murphy OffRL OnRL 24 0 0 12 Oct 2025
RePro: Training Language Models to Faithfully Recycle the Web for Pretraining Zichun Yu Chenyan Xiong OnRL 52 0 0 12 Oct 2025
PyCFRL: A Python library for counterfactually fair offline reinforcement learning via sequential data preprocessing Jianhan Zhang Jitao Wang C. Shi John D. Piette Donglin Zeng Zhenke Wu OffRL FaML OnRL 52 0 0 08 Oct 2025
Online Matching via Reinforcement Learning: An Expert Policy Orchestration Strategy Chiara Mignacco Matthieu Jonckheere Gilles Stoltz OffRL OnRL 44 0 0 07 Oct 2025
HOFLON: Hybrid Offline Learning and Online Optimization for Process Start-Up and Grade-Transition Control Alex Durkin Jasper Stolte Mehmet Mercangöz OffRL OnRL 59 0 0 04 Oct 2025
Adaptive Reinforcement Learning for Dynamic Configuration Allocation in Pre-Production Testing Yu Zhu OffRL OnRL 52 0 0 02 Oct 2025
The Three Regimes of Offline-to-Online Reinforcement Learning Lu Li Tianwei Ni Yihao Sun Pierre-Luc Bacon OffRL OnRL 44 0 0 01 Oct 2025
Integrating Offline Pre-Training with Online Fine-Tuning: A Reinforcement Learning Approach for Robot Social Navigation Run Su Hao Fu Shuai Zhou Yingao Fu OffRL OnRL 16 0 0 01 Oct 2025
Fine-tuning Behavioral Cloning Policies with Preference-Based Reinforcement Learning Maël Macuglia Paul Friedrich Giorgia Ramponi OffRL OnRL 30 0 0 30 Sep 2025
Robust Policy Expansion for Offline-to-Online RL under Diverse Data Corruption Longxiang He Deheng Ye Junbo Tan Xueqian Wang Li Shen OnRL 67 0 0 29 Sep 2025
LRPO: Enhancing Blind Face Restoration through Online Reinforcement Learning Bin Wu Yahui Liu Chi Zhang Yao-Min Zhao Wei Wang CVBM OffRL CLL OnRL 44 0 0 27 Sep 2025
Adaptive Policy Backbone via Shared Network Bumgeun Park Donghwan Lee OffRL OnRL 52 0 0 26 Sep 2025
Advancing Metallic Surface Defect Detection via Anomaly-Guided Pretraining on a Large Industrial Dataset Chuni Liu Hongjie Li Jiaqi Du Yangyang Hou Qian Sun Lei Jin Ke Xu OnRL AI4CE 58 0 0 23 Sep 2025
Ratatouille: Imitation Learning Ingredients for Real-world Social Robot Navigation James R. Han Mithun Vanniasinghe Hshmat Sahak Nicholas Rhinehart Timothy D. Barfoot OffRL OnRL 56 0 0 21 Sep 2025
Reconnecting Citizens to Politics via Blockchain - Starting the Debate Uwe Serdült OnRL 0 2 0 18 Sep 2025
UI-S1: Advancing GUI Automation via Semi-online Reinforcement Learning Zhengxi Lu Jiabo Ye Fei Tang Yongliang Shen Haiyang Xu ... Weiming Lu Ming Yan Fei Huang Jun Xiao Yueting Zhuang OffRL OnRL 121 1 0 15 Sep 2025
Generalizing Beyond Suboptimality: Offline Reinforcement Learning Learns Effective Scheduling through Random Data Jesse van Remmerden Zaharah Bukhsh Yingqian Zhang OffRL OnRL 60 0 0 12 Sep 2025
AWorld: Orchestrating the Training Recipe for Agentic AI Chengyue Yu Siyuan Lu Chenyi Zhuang Dong Wang Qintong Wu ... Aohui Xue Y. Wang Jinjie Gu David Tsai Tao Lin OnRL 84 4 0 28 Aug 2025
Robot Trains Robot: Automatic Real-World Policy Adaptation and Learning for Humanoids Kaizhe Hu Haochen Shi Yao He Weizhuo Wang Changliu Liu Shuran Song OnRL 108 0 0 17 Aug 2025
Synthetic Data is Sufficient for Zero-Shot Visual Generalization from Offline Data Ahmet H. Güzel Ilija Bogunovic Jack Parker-Holder OffRL OnRL 72 0 0 17 Aug 2025
Value Function Initialization for Knowledge Transfer and Jump-start in Deep Reinforcement Learning Soumia Mehimeh OffRL OnRL 46 0 0 12 Aug 2025
Offline-to-Online Reinforcement Learning with Classifier-Free Diffusion Generation Xiao Huang Xu Liu Enze Zhang T. Yu Shuai Li OffRL OnRL 60 0 0 09 Aug 2025
Safe Deployment of Offline Reinforcement Learning via Input Convex Action Correction Alex Durkin Jasper Stolte Matthew Jones Raghuraman Pitchumani Bei Li Christian Michler Mehmet Mercangöz OffRL OnRL 67 1 0 30 Jul 2025
Online Pre-Training for Offline-to-Online Reinforcement Learning Yongjae Shin Jeonghye Kim Whiyoung Jung Sunghoon Hong Deunsol Yoon ... Geonhyeong Kim Jongseong Chae Youngchul Sung Kanghoon Lee Woohyung Lim OffRL OnRL 31 0 0 11 Jul 2025
Reinforcement Learning with Action Chunking Qiyang Li Zhiyuan Zhou Sergey Levine OffRL OnRL 82 12 0 10 Jul 2025
MobileGUI-RL: Advancing Mobile GUI Agent through Reinforcement Learning in Online Environment Yucheng Shi Wenhao Yu Zaitang Li Yonglin Wang Hongming Zhang Ninghao Liu Haitao Mi Dong Yu OffRL OnRL 58 9 0 08 Jul 2025
Accelerated Online Reinforcement Learning using Auxiliary Start State Distributions Aman Mehra Alexandre Capone Jeff Schneider OffRL OnRL 40 0 0 07 Jul 2025
SimLauncher: Launching Sample-Efficient Real-world Robotic Reinforcement Learning via Simulation Pre-training Mingdong Wu Lehong Wu Yizhuo Wu Weiyao Huang Hongwei Fan ... Jinzhou Li Jiahe Ying Long Yang Yuanpei Chen Hao Dong OnRL 38 0 0 06 Jul 2025
PNAct: Crafting Backdoor Attacks in Safe Reinforcement LearningInternational Joint Conference on Artificial Intelligence (IJCAI), 2025 Weiran Guo Guanjun Liu Ziyuan Zhou Ling Wang AAML OffRL OnRL 36 0 0 01 Jul 2025
Reliability-Adjusted Prioritized Experience Replay Leonard S. Pleiss Tobias Sutter Maximilian Schiffer OnRL 36 0 0 23 Jun 2025
QPPG: Quantum-Preconditioned Policy Gradient for Link Adaptation in Rayleigh Fading Channels Oluwaseyi Giwa Muhammad Ahmed Mohsin Folarin Jubril Adesola Muhammad Ali Jamshed OnRL 90 0 0 18 Jun 2025
The Courage to Stop: Overcoming Sunk Cost Fallacy in Deep Reinforcement Learning Jiashun Liu J. Obando-Ceron Pablo Samuel Castro Aaron Courville L. Pan OffRL OnRL 47 2 0 16 Jun 2025
When Forgetting Triggers Backdoors: A Clean Unlearning Attack Marco Arazzi Antonino Nocera Vinod Puthuvath AAML MU OnRL 116 1 0 14 Jun 2025
Visual Pre-Training on Unlabeled Images using Reinforcement Learning Dibya Ghosh Sergey Levine SSL OffRL OnRL VLM 42 0 0 13 Jun 2025
Reusing Trajectories in Policy Gradients Enables Fast Convergence Alessandro Montenegro Federico Mansutti Marco Mussi Matteo Papini Alberto Maria Metelli OnRL 155 0 0 06 Jun 2025
Recycling the Web: A Method to Enhance Pre-training Data Quality and Quantity for Language Models Thao Nguyen Yang Li O. Yu. Golovneva Luke Zettlemoyer Sewoong Oh Ludwig Schmidt Xian Li OnRL 260 9 0 05 Jun 2025
Adapting Offline Reinforcement Learning with Online Delays S. Zhan Qingyuan Wu Frank Yang Xiangyu Shi Chao-Wei Huang Qi Zhu OffRL OnRL 34 0 0 30 May 2025
SOReL and TOReL: Two Methods for Fully Offline Reinforcement Learning Mattie Fellows Clarisse Wibault Uljad Berdica Johannes Forkel Jakob Foerster Michael A. Osborne OffRL OnRL 167 0 0 28 May 2025
ProSpero: Active Learning for Robust Protein Design Beyond Wild-Type Neighborhoods Michal Kmicikiewicz Vincent Fortuin Ewa Szczurek OnRL 152 0 0 28 May 2025
A Provable Approach for End-to-End Safe Reinforcement Learning Akifumi Wachi Kohei Miyaguchi Takumi Tanabe Rei Sato Youhei Akimoto OffRL OnRL 24 1 0 28 May 2025
Pre-training for Recommendation UnlearningAnnual International ACM SIGIR Conference on Research and Development in Information Retrieval (SIGIR), 2025 Guoxuan Chen Lianghao Xia Chao Huang MU OnRL 128 1 0 28 May 2025
Designing Pin-pression Gripper and Learning its Dexterous Grasping with Online In-hand AdjustmentACM Transactions on Graphics (TOG), 2025 Hewen Xiao Xiuping Liu Hang Zhao Jian Liu K. Xu OnRL 306 0 0 25 May 2025
The Cell Must Go On: Agar.io for Continual Reinforcement Learning Mohamed A. Mohamed Kateryna Nekhomiazh Vedant Vyas Marcos M. Jose Andrew Patterson Marlos C. Machado CLL OnRL 22 0 0 23 May 2025
WebAgent-R1: Training Web Agents via End-to-End Multi-Turn Reinforcement Learning Zhepei Wei Wenlin Yao Yao Liu Weizhi Zhang Qin Lu ... Puyang Xu Chao Zhang Bing Yin Hyokun Yun Lihong Li OffRL CLL OnRL LRM 239 43 0 22 May 2025

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