Offline Reinforcement Learning

OffRL

Offline Reinforcement Learning focuses on learning policies from previously collected data without further interaction with the environment.

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OneTrans: Unified Feature Interaction and Sequence Modeling with One Transformer in Industrial Recommender Zhaoqi Zhang Haolei Pei Jun Guo Tianyu Wang Yufei Feng Hui Sun Shaowei Liu Aixin Sun OffRL 4 0 0 30 Oct 2025
The End of Manual Decoding: Towards Truly End-to-End Language Models Zhichao Wang Dongyang Ma Xinting Huang Deng Cai Tian Lan Jiahao Xu Haitao Mi Xiaoying Tang Yan Wang SyDa OffRL 0 0 0 30 Oct 2025
Human-in-the-loop Online Rejection Sampling for Robotic Manipulation Guanxing Lu Rui Zhao Haitao Lin He Zhang Yansong Tang OffRL 0 0 0 30 Oct 2025
Do Not Step Into the Same River Twice: Learning to Reason from Trial and Error Chenming Tang Hsiu-Yuan Huang Weijie Liu Saiyong Yang Yunfang Wu OffRL LRM 4 0 0 30 Oct 2025
Data-Efficient RLVR via Off-Policy Influence Guidance Erle Zhu Dazhi Jiang Yuan Wang Xujun Li Jiale Cheng ... Yilin Niu Aohan Zeng Jie Tang Minlie Huang Hongning Wang OffRL 4 0 0 30 Oct 2025
Bridging the Gap between Empirical Welfare Maximization and Conditional Average Treatment Effect Estimation in Policy Learning Masahiro Kato OffRL CML 4 0 0 30 Oct 2025
Reinforcement Learning for Pollution Detection in a Randomized, Sparse and Nonstationary Environment with an Autonomous Underwater Vehicle Sebastian Zieglmeier Niklas Erdmann Narada D. Warakagoda OffRL 0 0 0 30 Oct 2025
Engineering Social Optimality via Utility Shaping in Non-Cooperative Games under Incomplete Information and Imperfect Monitoring David Smith Jie Dong Yizhou Yang OffRL 0 0 0 30 Oct 2025
Offline Clustering of Preference Learning with Active-data Augmentation Jingyuan Liu Fatemeh Ghaffari Xuchuang Wang Mohammad Hajiesmaili Carlee Joe-Wong OffRL 0 0 0 30 Oct 2025
BOTS: A Unified Framework for Bayesian Online Task Selection in LLM Reinforcement Finetuning Qianli Shen Daoyuan Chen Yilun Huang Zhenqing Ling Yaliang Li Bolin Ding Jingren Zhou OffRL 4 0 0 30 Oct 2025
Think Outside the Policy: In-Context Steered Policy Optimization Hsiu-Yuan Huang Chenming Tang Weijie Liu Saiyong Yang Yunfang Wu OffRL 4 0 0 30 Oct 2025
KnowCoder-A1: Incentivizing Agentic Reasoning Capability with Outcome Supervision for KBQA Zhuo Chen Fei Wang Zixuan Li Zhao Zhang Weiwei Ding Chuanguang Yang Yongjun Xu Xiaolong Jin Jiafeng Guo OffRL LRM 0 0 0 29 Oct 2025
Zero Reinforcement Learning Towards General Domains Yuyuan Zeng Yufei Huang Can Xu Qingfeng Sun Jianfeng Yan Guanghui Xu Tao Yang Fengzong Lian OffRL ReLM LRM AI4CE 0 0 0 29 Oct 2025
Right for the Right Reasons: Avoiding Reasoning Shortcuts via Prototypical Neurosymbolic AI Luca Andolfi Eleonora Giunchiglia NAI OffRL 0 0 0 29 Oct 2025
Sim-to-Real Gentle Manipulation of Deformable and Fragile Objects with Stress-Guided Reinforcement Learning Kei Ikemura Yifei Dong David Blanco-Mulero Alberta Longhini Li Chen Florian T. Pokorny OffRL 0 0 0 29 Oct 2025
TheraMind: A Strategic and Adaptive Agent for Longitudinal Psychological Counseling He Hu Yucheng Zhou Chiyuan Ma Qianning Wang Zheng Zhang Fei Ma Laizhong Cui Qi Tian OffRL 0 0 0 29 Oct 2025
Off-policy Reinforcement Learning with Model-based Exploration Augmentation Likun Wang Xiangteng Zhang Yinuo Wang Guojian Zhan Wenxuan Wang Haoyu Gao Jingliang Duan Shengbo Eben Li OffRL 0 0 0 29 Oct 2025
$$π_\texttt{RL}$: Online RL Fine-tuning for Flow-based Vision-Language-Action Models$ $π_\texttt{RL}$ : Online RL Fine-tuning for Flow-based Vision-Language-Action Models Kang Chen Zhihao Liu Tonghe Zhang Zhen Guo Si Xu ... Zhaofei Yu Guoliang Fan Tiejun Huang Yu Wang Chao Yu OffRL VLM 20 0 0 29 Oct 2025
Metis-SPECS: Decoupling Multimodal Learning via Self-distilled Preference-based Cold Start Kun Chen Peng Shi Haibo Qiu Zhixiong Zeng Siqi Yang Wenji Mao Lin Ma OffRL VLM LRM 67 0 0 29 Oct 2025
Learning to Plan & Schedule with Reinforcement-Learned Bimanual Robot Skills Weikang Wan Fabio Ramos Xuning Yang Caelan Garrett OffRL 0 0 0 29 Oct 2025
Convergence of off-policy TD(0) with linear function approximation for reversible Markov chains Maik Overmars Jasper Goseling Richard Boucherie OffRL 0 0 0 29 Oct 2025
Grounded in Reality: Learning and Deploying Proactive LLM from Offline Logs Fei Wei Daoyuan Chen Ce Wang Yilun Huang Yushuo Chen Xuchen Pan Yaliang Li Bolin Ding OffRL LLMAG 8 0 0 29 Oct 2025
RLMEval: Evaluating Research-Level Neural Theorem Proving Auguste Poiroux Antoine Bosselut Viktor Kunčak AIMat OffRL 61 0 0 29 Oct 2025
Conformal Prediction Beyond the Horizon: Distribution-Free Inference for Policy Evaluation Feichen Gan Youcun Lu Yingying Zhang Yukun Liu OffRL 0 0 0 29 Oct 2025
Scaling Latent Reasoning via Looped Language Models Rui-Jie Zhu Zixuan Wang Kai Hua Tianyu Zhang Ziniu Li ... Tianle Cai Ge Zhang Wenhao Huang Yoshua Bengio Jason Eshraghian ReLM OffRL LRM 4 0 0 29 Oct 2025
Survey and Tutorial of Reinforcement Learning Methods in Process Systems Engineering Maximilian Bloor M. Mowbray Ehecatl Antonio del Rio Chanona Calvin Tsay OffRL 0 0 0 28 Oct 2025
Sample-efficient and Scalable Exploration in Continuous-Time RL Klemens Iten Lenart Treven Bhavya Sukhija Florian Dorfler Andreas Krause OffRL 0 0 0 28 Oct 2025
Critique-RL: Training Language Models for Critiquing through Two-Stage Reinforcement Learning Zhiheng Xi Jixuan Huang Xin Guo Boyang Hong Dingwen Yang ... Jiecao Chen Rui Zheng Tao Gui Qi Zhang Xuanjing Huang OffRL LRM 0 0 0 28 Oct 2025
Advancing site-specific disease and pest management in precision agriculture: From reasoning-driven foundation models to adaptive, feedback-based learning Nitin Rai Daeun Choi Nathan Boyd Arnold W. Schumann OffRL AI4CE 0 0 0 28 Oct 2025
FunReason-MT Technical Report: Overcoming the Complexity Barrier in Multi-Turn Function Calling Zengzhuang Xu Bingguang Hao Zechuan Wang Y. Wen Maolin Wang ... Chenyi Zhuang Jinjie Gu Leilei Gan X. Zhao Shi Gu LLMAG OffRL LRM 0 0 0 28 Oct 2025
Blindfolded Experts Generalize Better: Insights from Robotic Manipulation and Videogames E. Zisselman Mirco Mutti Shelly Francis-Meretzki Elisei Shafer Aviv Tamar OffRL 0 0 0 28 Oct 2025
LRT-Diffusion: Calibrated Risk-Aware Guidance for Diffusion Policies Ximan Sun Xiang Cheng OffRL 0 0 0 28 Oct 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 64 0 0 28 Oct 2025
Success and Cost Elicit Convention Formation for Efficient Communication Saujas Vaduguru Yilun Hua Yoav Artzi Daniel Fried OffRL 0 0 0 28 Oct 2025
ReForm: Reflective Autoformalization with Prospective Bounded Sequence Optimization Guoxin Chen Jing Wu Xinjie Chen Wayne Xin Zhao Ruihua Song Chengxi Li Kai Fan Dayiheng Liu Minpeng Liao AIMat OffRL 74 0 0 28 Oct 2025
Think Twice: Branch-and-Rethink Reasoning Reward Model Yizhu Jiao Jiaqi Zeng Julien Veron Vialard Oleksii Kuchaiev Jiawei Han Olivier Delalleau OffRL LRM 24 0 0 27 Oct 2025
Offline Preference Optimization via Maximum Marginal Likelihood Estimation Saeed Najafi Alona Fyshe OffRL 16 0 0 27 Oct 2025
A Survey on LLM Mid-training Chengying Tu Xuemiao Zhang Rongxiang Weng Rumei Li Chen Zhang Yang Bai Hongfei Yan Jingang Wang Xunliang Cai OffRL LRM 20 0 0 27 Oct 2025
Advantage Shaping as Surrogate Reward Maximization: Unifying Pass@K Policy Gradients Christos Thrampoulidis Sadegh Mahdavi Wenlong Deng OffRL 12 0 0 27 Oct 2025
Learning to Reason Efficiently with Discounted Reinforcement Learning Alex Ayoub Kavosh Asadi Dale Schuurmans Csaba Szepesvári Karim Bouyarmane OffRL LRM 16 0 0 27 Oct 2025
Latent Chain-of-Thought for Visual Reasoning Guohao Sun Hang Hua Jian Wang Jiebo Luo S. Dianat Majid Rabbani Raghuveer Rao Zhiqiang Tao BDL OffRL LRM 8 0 0 27 Oct 2025
RL-AUX: Reinforcement Learning for Auxiliary Task Generation Judah Goldfeder Matthew So Hod Lipson OffRL 16 0 0 27 Oct 2025
VOLD: Reasoning Transfer from LLMs to Vision-Language Models via On-Policy Distillation Walid Bousselham Hilde Kuehne Cordelia Schmid OffRL LRM VLM 20 0 0 27 Oct 2025
VideoTG-R1: Boosting Video Temporal Grounding via Curriculum Reinforcement Learning on Reflected Boundary Annotations Lu Dong H. Zhang Han Lin Ziang Yan Xiangyu Zeng ... Yifei Huang Yi Wang Z. Ling Limin Wang Yali Wang OffRL 16 0 0 27 Oct 2025
FAPO: Flawed-Aware Policy Optimization for Efficient and Reliable Reasoning Yuyang Ding Chi Zhang Juntao Li H. Lin Xin Liu Min-Ling Zhang OffRL LRM 16 0 0 26 Oct 2025
Guardian: Decoupling Exploration from Safety in Reinforcement Learning Kaitong Cai Jusheng Zhang Jing Yang Keze Wang OffRL OnRL 64 0 0 26 Oct 2025
Policies over Poses: Reinforcement Learning based Distributed Pose-Graph Optimization for Multi-Robot SLAM Sai Krishna Ghanta Ramviyas Parasuraman OffRL 16 0 0 26 Oct 2025
Transitive RL: Value Learning via Divide and Conquer S. Park Aditya Oberai P. Atreya Sergey Levine OffRL 12 0 0 26 Oct 2025
FlowCritic: Bridging Value Estimation with Flow Matching in Reinforcement Learning Shan Zhong Shutong Ding He Diao Xiangyu Wang Kah Chan Teh Bei Peng OffRL 16 0 0 26 Oct 2025
BLIP-FusePPO: A Vision-Language Deep Reinforcement Learning Framework for Lane Keeping in Autonomous Vehicles Seyed Ahmad Hosseini Miangoleh Amin Jalal Aghdasian Farzaneh Abdollahi OffRL 16 0 0 25 Oct 2025

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