Projects per year
Personal profile
Research interests
Computer Science / Information Technology - Reinforcement learning
Computer Science / Information Technology - Machine learning
Computer Science / Information Technology - Artificial intelligence
Computer Science / Information Technology - AI for Science
Computer Science / Information Technology - Machine learning
Computer Science / Information Technology - Artificial intelligence
Computer Science / Information Technology - AI for Science
Related documents
Education/Academic qualification
PhD in Computer Science and Technology, PhD, Tsinghua University
2022
Expertise related to UN Sustainable Development Goals
In 2015, UN member states agreed to 17 global Sustainable Development Goals (SDGs) to end poverty, protect the planet and ensure prosperity for all. This person’s work contributes towards the following SDG(s):
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SDG 9 Industry, Innovation, and Infrastructure
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Collaborations and top research areas from the last five years
Recent external collaboration on country/territory level. Dive into details by clicking on the dots or
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Interactive Generative Video with Reasoning and Memory Enhancement
PAN, L. (PI)
1/02/26 → 31/01/27
Project: Research
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Research on Theory and Methods of Reinforcement Learning-Based Generative Flow Networks
PAN, L. (PI)
National Natural Science Foundation of China
1/01/25 → 31/12/27
Project: Research
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Coordinated Autonomy: Enhancing Urban Light Rail Systems Through Multi-Agent Reinforcement Learning
1/11/24 → 31/10/27
Project: Research
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Alignment of Video Generation Foundation Models Based on Diversity-Driven RLHF
PAN, L. (PI)
31/03/25 → 30/03/26
Project: Research
Research output
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Asymmetric Proximal Policy Optimization: mini-critics boost LLM reasoning
LIU, J., Obando-Ceron, J., Lu, H., He, Y., WANG, W., Su, W., Zheng, B., Castro, P. S., Courville, A. & PAN, L., 7 May 2026. 20 p.Research output: Contribution to conference › Conference Paper › peer-review
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Beyond the Destination: A Novel Benchmark for Exploration-Aware Embodied Question Answering
Jiang, K., Liu, Y., Chen, W., Luo, J., Chen, Z., PAN, L., Li, G. & Lin, L., 29 Apr 2026, 2025 IEEE/CVF International Conference on Computer Vision (ICCV). IEEE, 11 p. 11444975Research output: Chapter in Book/Conference Proceeding/Report › Conference Paper published in a book › peer-review
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Improving Generalization and Data Efficiency with Diffusion in Offline Multi-agent RL
Li, Z., Pan, L., Huang, J. & Huang, L., 22 May 2026, In: Transactions on Machine Learning Research. 2026-May, 27 p.Research output: Contribution to journal › Journal Article › peer-review
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Learning Intractable Multimodal Policies with Reparameterization and Diversity Regularization
WANG, Z., LIU, J. & PAN, L., 21 Apr 2026, Proceedings of the 39th Conference on Neural Information Processing Systems (NeurIPS 2025). 28 p.Research output: Chapter in Book/Conference Proceeding/Report › Conference Paper published in a book › peer-review
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Pre-Trained Video Generative Models as World Simulators
HE, H., Zhang, Y., Lin, L., Xu, Z. & PAN, L., 14 Mar 2026, Proceedings of the AAAI Conference on Artificial Intelligence. Washington, DC, USA: AAAI Press, Vol. 40. p. 4645-4653 9 p. (Proceedings of the AAAI Conference on Artificial Intelligence; vol. 40, no. 1).Research output: Chapter in Book/Conference Proceeding/Report › Conference Paper published in a book › peer-review
Open Access3 Link opens in a new tab Citations (Scopus)