Most-cited papers on Reinforcement Learning and Offline Methods
Ranked by citation count via OpenAlex. Citations update on a rolling basis; list regenerates every 24h.
- 15 cited
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
- 14 cited
Provable Benefits of Actor-Critic Methods for Offline Reinforcement Learning
2021 · arXiv (Cornell University) · Zanette, Andrea, Wainwright, Martin J., Brunskill, Emma
- 6 cited
Adaptive Traffic Signal Control Method Based on Offline Reinforcement Learning
2024 · Applied Sciences · Wang, Lei, Wang, Yuxuan, Li, Jiankang et al.
- 793 cited
Offline Reinforcement Learning: Tutorial, Review, and Perspectives on Open Problems
2020 · arXiv (Cornell University) · Levine, Sergey, Kumar, Aviral, Tucker, George et al.
- 536 cited
Conservative Q-Learning for Offline Reinforcement Learning
2020 · arXiv (Cornell University) · Kumar, Aviral, Zhou, Aurick, Tucker, George et al.
- 277 cited
A Survey on Offline Reinforcement Learning: Taxonomy, Review, and Open Problems
2023 · IEEE Transactions on Neural Networks and Learning Systems · Prudencio, Rafael Figueiredo, Máximo, Marcos R. O. A., Colombini, Esther Luna
- 249 cited
Behavior Regularized Offline Reinforcement Learning
2019 · arXiv (Cornell University) · Wu, Yifan, Tucker, George, Nachum, Ofir
- 164 cited
A Minimalist Approach to Offline Reinforcement Learning
2021 · arXiv (Cornell University) · Fujimoto, Scott, Gu, Shixiang
- 158 cited
MOReL : Model-Based Offline Reinforcement Learning
2020 · arXiv (Cornell University) · Kidambi, Rahul, Rajeswaran, Aravind, Netrapalli, Praneeth et al.
- 153 cited
Offline replay supports planning in human reinforcement learning
2018 · eLife · Momennejad, Ida, Otto, A. Ross, Daw, Nathaniel D. et al.
- 129 cited
Offline Reinforcement Learning with Implicit Q-Learning
2021 · arXiv (Cornell University) · Kostrikov, Ilya, Nair, Ashvin, Levine, Sergey
- 95 cited
An Optimistic Perspective on Offline Reinforcement Learning
2019 · arXiv (Cornell University) · Agarwal, Rishabh, Schuurmans, Dale, Norouzi, Mohammad
- 95 cited
An Optimistic Perspective on Offline Deep Reinforcement Learning
2020 · International Conference on Machine Learning · Agarwal, Rishabh, Schuurmans, Dale, Norouzi, Mohammad
- 95 cited
2022 · Automation in Construction · Brandi, Silvio, Fiorentini, Massimo, Capozzoli, Alfonso
- 71 cited
AWAC: Accelerating Online Reinforcement Learning with Offline Datasets
2020 · arXiv (Cornell University) · Nair, Ashvin, Gupta, Abhishek, Dalal, Murtaza et al.
- 71 cited
2019 · Applied Soft Computing · Guo, Fei, Zhou, Xiaowei, Liu, Jiahuan et al.
- 70 cited
2022 · IEEE Transactions on Human-Machine Systems · Fragkos, Georgios, Johnson, Jay, Tsiropoulou, Eirini Eleni
- 67 cited
Network Intrusion Detection Based on Extended RBF Neural Network With Offline Reinforcement Learning
2021 · IEEE Access · López‐Martín, Manuel, Sánchez-Esguevillas, Antonio, Arribas, Juan Ignacio et al.
- 66 cited
Offline reinforcement learning for safer blood glucose control in people with type 1 diabetes
2023 · Journal of Biomedical Informatics · Emerson, Harry, Guy, Matthew, McConville, Ryan
- 66 cited
Offline Meta-Reinforcement Learning for Industrial Insertion
2022 · 2022 International Conference on Robotics and Automation (ICRA) · Zhao, Tony Z., Luo, Jianlan, Sushkov, Oleg et al.
- 62 cited
Data-driven energy management for electric vehicles using offline reinforcement learning
2025 · Nature Communications · Wang, Yong, Wu, Jingda, He, Hongwen et al.
- 61 cited
A General Offline Reinforcement Learning Framework for Interactive Recommendation
2021 · Proceedings of the AAAI Conference on Artificial Intelligence · Xiao, Teng, Wang, Donglin
- 59 cited
2022 · Proceedings of the AAAI Conference on Artificial Intelligence · Zhan, Xianyuan, Xu, Haoran, Zhang, Yue et al.
- 55 cited
Alleviating Matthew Effect of Offline Reinforcement Learning in Interactive Recommendation
2023 · Gao, Chongming, Huang, Kexin, Chen, Jiawei et al.
- 55 cited
Keep Doing What Worked: Behavior Modelling Priors for Offline Reinforcement Learning
2020 · arXiv (Cornell University) · Siegel, Noah, Springenberg, Jost Tobias, Berkenkamp, Felix et al.
- 54 cited
Bridging Offline Reinforcement Learning and Imitation Learning: A Tale of Pessimism
2022 · IEEE Transactions on Information Theory · Rashidinejad, Paria, Zhu, Banghua, Ma, Cong et al.
- 54 cited
Data-driven Offline Reinforcement Learning for HVAC-systems
2022 · Energy · Blad, Christian, Bøgh, Simon, Kallesøe, Carsten Skovmose
- 52 cited
2021 · IEEE Transactions on Industrial Electronics · Hu, Bo, Li, Jiaxi
- 50 cited
Deployment-Efficient Reinforcement Learning via Model-Based Offline Optimization
2020 · arXiv (Cornell University) · Matsushima, Tatsuya, Furuta, Hiroki, Matsuo, Yutaka et al.
- 48 cited
Uncertainty-Based Offline Reinforcement Learning with Diversified Q-Ensemble
2021 · arXiv (Cornell University) · An, Gaon, Moon, Seungyong, Kim, Jang-Hyun et al.