I am a fourth-year PhD student in the School of Computer Science at Peking University, advised by Prof. Zongqing Lu. I received my Bachelorโ€™s degree in 2021 from the School of Information Science and Technology at PKU.

My research interests lie in Multimodal Large Language Models (MLLMs), Embodied Artificial Intelligence, and Reinforcement Learning. In particular, I focus on vision-language understanding and generation, vision-language-action (VLA) modeling, and LLM-based autonomous agents.

๐Ÿ”ฅ News

  • 2025.06: ย ๐ŸŽ‰๐ŸŽ‰ Two papers accepted by ICCV 2025.
  • 2025.01: ย ๐ŸŽ‰๐ŸŽ‰ One paper accepted by ICLR 2025.

๐Ÿ“ Publications

ICCV 2025
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VideoOrion: Tokenizing Object Dynamics in Videos.

Yicheng Fengโ€ , Yijiang Liโ€ , Wanpeng Zhang, Hao Luo, Zihao Yue, Sipeng Zheng, Zongqing Lu

โ€ : equal contribution

International Conference on Computer Vision, ICCV 2025

[Paper][PDF]

ICCV 2025
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Unified Multimodal Understanding via Byte-Pair Visual Encoding.

Wanpeng Zhang, Yicheng Feng, Hao Luo, Yijiang Li, Zihao Yue, Sipeng Zheng, Zongqing Lu

International Conference on Computer Vision, ICCV 2025

[Paper][PDF][Code]

ICLR 2025
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From Pixels to Tokens: Byte-Pair Encoding on Quantized Visual Modalities.

Wanpeng Zhang, Zilong Xie, Yicheng Feng, Yijiang Li, Xingrun Xing, Sipeng Zheng, Zongqing Lu

International Conference on Learning Representations, ICLR 2025

[Paper][PDF][Code]

ECCV 2024
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Unicode: Learning a unified codebook for multimodal large language models.

Sipeng Zheng, Bohan Zhou, Yicheng Feng, Ye Wang, Zongqing Lu

European Conference on Computer Vision, ECCV 2024

[Paper][PDF]

NAACL 2024
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LLaMA Rider: Spurring Large Language Models to Explore the OpenWorld.

Yicheng Feng, Yuxuan Wang, Jiazheng Liu, Sipeng Zheng, Zongqing Lu

Findings of the Association for Computational Linguistics, NAACL 2024

[Paper][PDF][Code]

ICLR 2024
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Steve-eye: Equipping llm-based embodied agents with visual perception in open worlds.

Sipeng Zheng, Jiazheng Liu, Yicheng Feng, Zongqing Lu

International Conference on Learning Representations, ICLR 2024

[Paper][PDF][Code][Website]

AAAI 2024
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Learning Multi-Object Positional Relationships via Emergent Communication.

Yicheng Fengโ€ , Boshi Anโ€ , Zongqing Lu

โ€ : equal contribution

The Association for the Advancement of Artificial Intelligence, AAAI 2024

[Paper][PDF]

ACL 2023
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Multi-Agent Language Learning: Symbolic Mapping.

Yicheng Feng, Zongqing Lu

Findings of the Association for Computational Linguistics: ACL 2023

[Paper][PDF]

๐ŸŽ– Honors and Awards

  • 2024.12 Outstanding Research Award, Peking University
  • 2021.06 Outstanding Graduate Award, Peking University
  • 2020.09 Merit Student Award, Peking University
  • 2019.09 Huawei Scholarship, Peking University
  • 2019.09 Merit Student Award, Peking University
  • 2018.09 Academic Progress Award, Peking University

๐Ÿ“– Educations

  • 2021.09 - Present: Ph.D. in Computer Science, Peking University
  • 2017.09 - 2021.06: B.Sc. in Intelligent Science and Technology, Peking University

๐Ÿ’ป Internships

  • 2025.03 - Present, BeingBeyond Multimodal LLMs / Embodied AI
  • 2023.03 - 2025.03, Beijing Academy of Artificial Intelligence (BAAI) Multimodal LLMs / Embodied AI