Recent papers on Reinforcement Learning and Offline Methods

Sorted by publication year (newest first) via OpenAlex. List regenerates every 24h.

1. Analysis and method comparsion of online and offline reinforcement learning

   2026 · Springer Link (Chiba Institute of Technology) · Zheng, Changhang

   2026

2. A Multi-Agent Batch Learning Method Based on Offline Reinforcement Learning

   2025 · Sun, Qian

   2025

3. Supervised learning methods for offline reinforcement learning

   2025 · Ghanem, Abdelghani

   2025

4. Reward-on-the-Line: A Novel Offline Reinforcement Learning Method for Building Legal Conversational Agents

   2025 · Proceedings of the AAAI/ACM Conference on AI Ethics and Society · Lin, Xubo, Wang, Mingze, Yang, Grace Hui et al.

   2025

5. A Comparison of Model-Based and Model-Free Offline Reinforcement Learning Methods for Electric Vehicle Smart Charging Optimization

   2025 · Rahali, Hilal, Poddubnyy, Andrey, Nguyen, Phuong H.

   2025

6. Cooperative control method for multi-agent ground fracturing truck group based on offline reinforcement learning

   2025 · Journal of Petroleum Exploration and Production Technology · Wang, RuYi, Jiao, HuiShen, Tian, Ye et al.

   2025

7. SOReL and TOReL: Two Methods for Fully Offline Reinforcement Learning

   2025 · ArXiv.org · Fellows, Mattie, Wibault, Clarisse, Berdica, Uljad et al.

   2025

8. Offline prompt reinforcement learning method based on feature extraction

   2025 · PeerJ Computer Science · Yao, Tianlei, Chen, Xiliang, Yao, Yi et al.

   2025

9. A Jamming Decision-Making Method Based on Offline Reinforcement Learning

   2024 · Wang, Yibo, Jiang, Xiaofeng, Wang, Changlong et al.

   2024

10. Runway Configuration Assistance: Offline Reinforcement Learning Method for Air Traffic Management

    2024 · Journal of Aerospace Information Systems · Memarzadeh, Milad, Kalyanam, Krishna

    2024

11. Adaptive Traffic Signal Control Method Based on Offline Reinforcement Learning

    2024 · Applied Sciences · Wang, Lei, Wang, Yuxuan, Li, Jiankang et al.

    2024

12. HO2RL: A Novel Hybrid Offline-and-Online Reinforcement Learning Method for Active Pantograph Control

    2024 · IEEE Transactions on Industrial Electronics · Wang, Hui, Liu, Zhigang, Han, Zhiwei

    2024

13. F1tenth Autonomous Racing With Offline Reinforcement Learning Methods

    2024 · Koirala, Prajwal, Fleming, Cody

    2024

14. A Fault Blocking Method for Distribution Network Based on Offline Reinforcement Learning

    2024 · Zhang, Wei, Zhou, Yangjun, Li, Shan et al.

    2024

15. An Offline Optical Path Planning Method Using Reinforcement Learning

    2024 · Tanaka, Takafumi, Higashimori, Katsuaki

    2024

16. CUDC: A Curiosity-Driven Unsupervised Data Collection Method with Adaptive Temporal Distances for Offline Reinforcement Learning

    2024 · Proceedings of the AAAI Conference on Artificial Intelligence · Sun, Chenyu, Qian, Hangwei, Miao, Chunyan

    2024

17. Automatic Tracking Control Strategy of Autonomous Trains Considering Speed Restrictions: Using the Improved Offline Deep Reinforcement Learning Method

    2024 · IEEE Access · Liu, Wangyang, Feng, Qingsheng, Xiao, Shuai et al.

    2024

18. [Retracted] A Method of Offline Reinforcement Learning Virtual Reality Satellite Attitude Control Based on Generative Adversarial Network

    2021 · Wireless Communications and Mobile Computing · Zhang, Jian, Wu, Fengge

    2021

19. Offline reinforcement learning methods for real-world problems

    2023 · Advances in computers · Kim, Taewoo, Suk, Ho, Kim, Shiho

    2023

20. FORLORN: A Framework for Comparing Offline Methods and Reinforcement Learning for Optimization of RAN Parameters

    2022 · Edvardsen, Vegard, Spreemann, Gard, Abeele, Jeriek Van den

    2022

21. A Robust Offline Reinforcement Learning Algorithm Based on Behavior Regularization Methods

    2022 · Zhang, Yan, Gao, Tianhan, Mi, Qingwei

    2022

22. Offline reinforcement learning application in robotic manipulation with a COG method case

    2022 · Huo, Yanpeng, Liang, Yuning

    2022

23. OFFLINE REINFORCEMENT LEARNING METHODS FOR CONTINUOUS CONTROL

    2022 · Information Processes Systems and Technologies · Barbahan, I.

    2022

24. Provable Benefits of Actor-Critic Methods for Offline Reinforcement Learning

    2021 · arXiv (Cornell University) · Zanette, Andrea, Wainwright, Martin J., Brunskill, Emma

    2021