Runpeng Yu

photo 

Runpeng Yu 于润芃
Ph.D. Student @
Learning and Vision Lab,
Institute of Data Science,
National University of Singapore.
[ Scholar ] [ GitHub ]

Contact

Email: r.yu [at] u (dot) nus (dot) edu
Address: 4 ENGINEERING DRIVE 3, 117583, Singapore

Research Interests

My Research interests lie in the following topics:
  • Multimodal Large Language Model (MLLM). MLLM-Human Interaction and MLLM Performance-Efficiency Balance.

  • Machine Learning. Lineage Relationships among Pretrained Models.

Publications

  • Attention Prompting on Image for Large Vision-Language Models
    Runpeng Yu , Weihao Yu and Xinchao Wang.
    Accepted by ECCV (2024).

  • Neural Lineage
    Runpeng Yu ,and Xinchao Wang.
    Accepted as CVPR (2024) Oral.

  • Generator Born from Classifier
    Runpeng Yu ,and Xinchao Wang.
    Accepted by NeurIPS (2023).

  • Distribution Shift Inversion for Out-of-Distribution Prediction
    Runpeng Yu , Songhua Liu, Xingyi Yang, and Xinchao Wang.
    Accepted by CVPR (2023).

  • Regularization Penalty Optimization for Addressing Data Quality Variance in OoD Algorithms
    Runpeng Yu , Hong Zhu, Kaican Li, Lanqing Hong, Rui Zhang, Nanyang Ye, Shao-Lun Huang and Xiuqiang He.
    Accepted by AAAI (2022).

Education

Teaching Experience

  • Spring 2024, Fall 2023, Spring 2023. TA for EE2211 Introduction to Machine Learning at NUS, given by Prof. Xinchao Wang .

  • Fall 2021, Spring 2021, Fall 2020. TA for Random Process at TBSI, given by Prof. Ercan Engin Kuruoğlu .