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
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):
Related documents
Education/Academic qualification
PhD in Computer Science and Technology, PhD, Tsinghua University
2022
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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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Alignment of Video Generation Foundation Models Based on Diversity-Driven RLHF
PAN, L. (PI)
31/03/25 → 30/03/26
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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Diversity-Driven Reinforcement Learning for Aligning Large Language Models with Human Feedback: Generalization and Performance Improvement
PAN, L. (PI)
25/09/24 → 24/09/26
Project: Research
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Generalist Reinforcement Learning Agent Based on World Model and Generative Flow Networks
PAN, L. (PI)
1/09/24 → 31/08/25
Project: Research
Research output
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AgentIR: 2nd Workshop on Agent-based Information Retrieval
Jia, P., Cai, Q., Zhao, X., Pan, L., Xin, X., Huang, J., Zhang, W., Zhao, L., Yin, D. & Yang, G. H., 13 Jul 2025, SIGIR 2025 - Proceedings of the 48th International ACM SIGIR Conference on Research and Development in Information Retrieval. Association for Computing Machinery, Inc, p. 4180-4183 4 p. (SIGIR 2025 - Proceedings of the 48th International ACM SIGIR Conference on Research and Development in Information Retrieval).Research output: Chapter in Book/Conference Proceeding/Report › Conference Paper published in a book › peer-review
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Evolution guided generative flow networks
Ikram, Z., Pan, L. & Liu, D., 2025, In: Transactions on Machine Learning Research. 2025-JuneResearch output: Contribution to journal › Journal Article › peer-review
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Flow Factorization for Efficient Generative Flow Networks
Liu, J., Li, C., Liu, C. H., Liu, D., Cai, Q. & Pan, L., 11 Apr 2025, In: Proceedings of the AAAI Conference on Artificial Intelligence. 39, 25, p. 26833-26840 8 p.Research output: Contribution to journal › Conference article published in journal › peer-review
Open Access -
Generative Flow Networks for Personalized Multimedia Systems: A Case Study on Short Video Feeds
Jin, Y., Pan, L., Zhang, R. X., Liu, J. & Liu, X., 27 Oct 2025, MM 2025 - Proceedings of the 33rd ACM International Conference on Multimedia, Co-Located with MM 2025. Association for Computing Machinery, Inc, p. 12218-12226 9 p. (MM 2025 - Proceedings of the 33rd ACM International Conference on Multimedia, Co-Located with MM 2025).Research output: Chapter in Book/Conference Proceeding/Report › Conference Paper published in a book › peer-review
Open Access -
Learning to Sample Effective and Diverse Prompts for Text-to-Image Generation
Yun, T., Zhang, D., Park, J. & Pan, L., 13 Aug 2025, In: Proceedings of the IEEE Computer Society Conference on Computer Vision and Pattern Recognition. p. 23625-23635 11 p., 11092704.Research output: Contribution to journal › Conference article published in journal › peer-review
1 Citation (Scopus)