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TITLE = "Continuous Action Reinforcement Learning From a Mixture of
Interpretable Experts",
JOURNAL = PAMI,
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BIBSOURCE = "http://www.visionbib.com/bibliography/pattern617rei5.html#TT144232"}
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AUTHOR = "Zhang, M.Y. and Tian, G.H. and Gao, H.B. and Zhang, Y.",
TITLE = "Autonomous Generation of Service Strategy for Household Tasks:
A Progressive Learning Method With A Priori Knowledge and Reinforcement
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JOURNAL = CirSysVideo,
VOLUME = "32",
YEAR = "2022",
NUMBER = "11",
MONTH = "November",
PAGES = "7473-7488",
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AUTHOR = "Li, W.H. and Wang, X.F. and Jin, B. and Luo, D. and Zha, H.Y.",
TITLE = "Structured Cooperative Reinforcement Learning With Time-Varying
Composite Action Space",
JOURNAL = PAMI,
VOLUME = "44",
YEAR = "2022",
NUMBER = "11",
MONTH = "November",
PAGES = "8618-8634",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern617rei5.html#TT144234"}
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AUTHOR = "Zhu, R. and Li, M.Y. and Liu, H. and Liu, L. and Ma, M.",
TITLE = "Federated Deep Reinforcement Learning-Based Spectrum Access Algorithm
With Warranty Contract in Intelligent Transportation Systems",
JOURNAL = ITS,
VOLUME = "24",
YEAR = "2023",
NUMBER = "1",
MONTH = "January",
PAGES = "1178-1190",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern617rei5.html#TT144235"}
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AUTHOR = "Hu, T.M. and Luo, B. and Yang, C.H. and Huang, T.W.",
TITLE = "MO-MIX: Multi-Objective Multi-Agent Cooperative Decision-Making With
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JOURNAL = PAMI,
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YEAR = "2023",
NUMBER = "10",
MONTH = "October",
PAGES = "12098-12112",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern617rei5.html#TT144236"}
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AUTHOR = "Zhao, L.Y. and Tan, K. and Wang, X. and Ding, J.W. and Liu, Z.X. and Ma, H.L. and Han, B.",
TITLE = "Hyperspectral Feature Selection for SOM Prediction Using Deep
Reinforcement Learning and Multiple Subset Evaluation Strategies",
JOURNAL = RS,
VOLUME = "15",
YEAR = "2023",
NUMBER = "1",
PAGES = "xx-yy",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern617rei5.html#TT144237"}
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AUTHOR = "Huang, F.X. and Ji, N. and Ni, H.J. and Li, S.J. and Li, X.",
TITLE = "Adaptive cooperative exploration for reinforcement learning from
imperfect demonstrations",
JOURNAL = PRL,
VOLUME = "165",
YEAR = "2023",
PAGES = "176-182",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern617rei5.html#TT144238"}
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AUTHOR = "Huang, F.X. and Li, W.C. and Cui, J.B. and Fu, Y.J. and Li, X.",
TITLE = "Unified Curiosity-Driven Learning with Smoothed Intrinsic Reward
Estimation",
JOURNAL = PR,
VOLUME = "123",
YEAR = "2022",
PAGES = "108352",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern617rei5.html#TT144239"}
@article{bb148308,
AUTHOR = "Gomez, D. and Quijano, N. and Giraldo, L.F.",
TITLE = "Information Optimization and Transferable State Abstractions in Deep
Reinforcement Learning",
JOURNAL = PAMI,
VOLUME = "45",
YEAR = "2023",
NUMBER = "4",
MONTH = "April",
PAGES = "4782-4793",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern617rei5.html#TT144240"}
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AUTHOR = "Zhu, Z.D. and Lin, K.X. and Jain, A.K. and Zhou, J.Y.",
TITLE = "Transfer Learning in Deep Reinforcement Learning: A Survey",
JOURNAL = PAMI,
VOLUME = "45",
YEAR = "2023",
NUMBER = "11",
MONTH = "November",
PAGES = "13344-13362",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern617rei5.html#TT144241"}
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AUTHOR = "Saengkyongam, S. and Thams, N. and Peters, J. and Pfister, N.",
TITLE = "Invariant Policy Learning: A Causal Perspective",
JOURNAL = PAMI,
VOLUME = "45",
YEAR = "2023",
NUMBER = "7",
MONTH = "July",
PAGES = "8606-8620",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern617rei5.html#TT144242"}
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AUTHOR = "Huang, H.C. and Ye, D.H. and Shen, L. and Liu, W.",
TITLE = "Curriculum-Based Asymmetric Multi-Task Reinforcement Learning",
JOURNAL = PAMI,
VOLUME = "45",
YEAR = "2023",
NUMBER = "6",
MONTH = "June",
PAGES = "7258-7269",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern617rei5.html#TT144243"}
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AUTHOR = "Zhang, T.R. and Guo, S.Q. and Tan, T. and Hu, X.L. and Chen, F.",
TITLE = "Adjacency Constraint for Efficient Hierarchical Reinforcement
Learning",
JOURNAL = PAMI,
VOLUME = "45",
YEAR = "2023",
NUMBER = "4",
MONTH = "April",
PAGES = "4152-4166",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern617rei5.html#TT144244"}
@article{bb148313,
AUTHOR = "Deng, Z.H. and Fu, Z. and Wang, L.X. and Yang, Z.R. and Bai, C.J. and Zhou, T.Y. and Wang, Z.R. and Jiang, J.",
TITLE = "False Correlation Reduction for Offline Reinforcement Learning",
JOURNAL = PAMI,
VOLUME = "46",
YEAR = "2024",
NUMBER = "2",
MONTH = "February",
PAGES = "1199-1211",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern617rei5.html#TT144245"}
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AUTHOR = "Zhang, L.Y. and Peng, Y. and Yang, W.H. and Zhang, Z.H.",
TITLE = "Semi-Infinitely Constrained Markov Decision Processes and Provably
Efficient Reinforcement Learning",
JOURNAL = PAMI,
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NUMBER = "5",
MONTH = "May",
PAGES = "3722-3735",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern617rei5.html#TT144246"}
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AUTHOR = "Rodrigues da Silva, J.A. and Grassi, V. and Wolf, D.F.",
TITLE = "Maximum Entropy Inverse Reinforcement Learning Using Monte Carlo Tree
Search for Autonomous Driving",
JOURNAL = ITS,
VOLUME = "25",
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NUMBER = "9",
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PAGES = "11552-11562",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern617rei5.html#TT144247"}
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AUTHOR = "Pang, T. and Wu, G.Q. and Zhang, Y. and Wang, B.Z. and Yin, Y.L.",
TITLE = "QFAE: Q-Function guided Action Exploration for offline deep
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AUTHOR = "Zheng, W.Q. and Sharan, S.P. and Fan, Z.W. and Wang, K. and Xi, Y.H. and Wang, Z.Y.",
TITLE = "Symbolic Visual Reinforcement Learning: A Scalable Framework With
Object-Level Abstraction and Differentiable Expression Search",
JOURNAL = PAMI,
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YEAR = "2025",
NUMBER = "1",
MONTH = "January",
PAGES = "400-412",
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AUTHOR = "Liu, Y.Q. and Zhao, T.Y. and Shou, G. and Zhang, Y.",
TITLE = "Joint Optimization of Latency and Energy Consumption via Deep
Reinforcement Learning for Proximity Detection in Road Networks",
JOURNAL = ITS,
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NUMBER = "12",
MONTH = "December",
PAGES = "19457-19468",
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@article{bb148319,
AUTHOR = "Lee, S.H. and Jung, Y. and Seo, S.W.",
TITLE = "Imagination-Augmented Hierarchical Reinforcement Learning for Safe
and Interactive Autonomous Driving in Urban Environments",
JOURNAL = ITS,
VOLUME = "25",
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NUMBER = "12",
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PAGES = "19522-19535",
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@article{bb148320,
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JOURNAL = ITS,
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TITLE = "Long-Term Feature Extraction via Frequency Prediction for Efficient
Reinforcement Learning",
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@article{bb148322,
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JOURNAL = PAMI,
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NUMBER = "5",
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AUTHOR = "Liu, Z.C. and Zhu, Y.Y. and Wang, Z. and Gao, Y. and Chen, C.L.",
TITLE = "MIXRTs: Toward Interpretable Multi-Agent Reinforcement Learning via
Mixing Recurrent Soft Decision Trees",
JOURNAL = PAMI,
VOLUME = "47",
YEAR = "2025",
NUMBER = "5",
MONTH = "May",
PAGES = "4090-4107",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern617rei5.html#TT144255"}
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AUTHOR = "Liu, W.D. and Ma, J.H. and Mao, X.J. and Tang, K.",
TITLE = "A New Accelerated Off-Policy Stochastic Preconditioned TD(0)
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JOURNAL = PAMI,
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YEAR = "2025",
NUMBER = "9",
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PAGES = "8088-8101",
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AUTHOR = "Pi, B. and Deng, L.J. and Feng, M. and Perc, M. and Kurths, J.",
TITLE = "Dynamic Evolution of Complex Networks: A Reinforcement Learning
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YEAR = "2025",
NUMBER = "10",
MONTH = "October",
PAGES = "8563-8582",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern617rei5.html#TT144257"}
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AUTHOR = "Yuan, C.Q. and Xie, Y.F. and Xie, S. and Tang, Z.H. and Wu, Z.Z.",
TITLE = "Aggregated masked autoencoding for offline reinforcement learning",
JOURNAL = PRL,
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AUTHOR = "Du, W. and Chen, Z. and Ding, S.F. and Zhang, C.L. and Guo, W. and Sun, Y.Q. and Yu, G.X. and Cui, L.Z.",
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TITLE = "A Comprehensive Survey of Data Augmentation in Visual Reinforcement
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JOURNAL = IJCV,
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NUMBER = "10",
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PAGES = "7368-7405",
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AUTHOR = "Zhang, F. and Yang, G.H.",
TITLE = "Safe Reinforcement Learning for Constrained Optimal Control With
Provable Guarantees: Applications to Motion Planning",
JOURNAL = ITS,
VOLUME = "26",
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MONTH = "October",
PAGES = "14780-14791",
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AUTHOR = "Li, X. and Huangfu, W. and Xu, X. and Huo, J.H. and Long, K.P.",
TITLE = "Attention-Driven MARL for AoI Minimization in UAV-Assisted
Intelligent Transport Systems",
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MONTH = "November",
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AUTHOR = "Liu, Z.Y. and Zhuang, Y. and Wu, P. and Liu, Y.C.",
TITLE = "IRIS: An information path planning method based on reinforcement
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JOURNAL = PR,
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AUTHOR = "Zhu, G.F. and Zhu, F.",
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AUTHOR = "Taschin, F. and Lazraq, A. and Ozgunes, I. and Tonguz, O.K.",
TITLE = "The Distribution Shift Problem in Transportation Networks Using
Reinforcement Learning and AI",
JOURNAL = ITS,
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NUMBER = "12",
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PAGES = "22704-22715",
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AUTHOR = "Chen, X. and Chen, H.C. and Chang, Y.",
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AUTHOR = "Jiang, K. and Jiang, W. and Yao, L. and Tan, X.Y.",
TITLE = "Beyond non-expert demonstrations:
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JOURNAL = PR,
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AUTHOR = "Fan, Y.X. and Peng, H.X. and Su, Z. and Li, Z.D. and Luan, T.H.",
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A Multi-Agent Reinforcement Learning Method",
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AUTHOR = "Li, X.L. and Wang, Y.G. and Sun, L.J. and Chen, Y.Y.",
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@inproceedings{bb148346,
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@inproceedings{bb148348,
AUTHOR = "Li, Q.F. and Jia, X.S. and Wang, S.B. and Yan, J.C.",
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AUTHOR = "Peng, C. and Kang, Z. and Cheng, Q.A.",
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