Weisen JIANG

PhD Candidate
waysonkong@gmail.com
Department of Computer Science and Engineering
Hong Kong University of Science and Technology (HKUST)

Research Interest: large language models, meta learning, prompt learning

Education

  • South China University of Technology, Bachelor of Engineering. 2008 - 2012.

  • University of Chinese Academy of Sciences, Master of Science (advisor: Prof. Hai-Tao Fang). 2012 - 2015.

  • Hong Kong University of Science and Technology, pursing PhD (advisors: Prof. James Kwok and Prof. Yu Zhang). 2020 - now.

Work

  • Meituan, Engineer. 2015 - 2017.
    (i) Designed algorithms for recommendation systems (ii) Created the hotel anti-cheating system

  • Tencent, Senior Engineer (T9). 2017 - 2019.
    (i) Designed algorithms for recommendation systems (ii) Created the data-mining platform

Publications

(♠ equal contribution)

Preprints

  1. Forward-Backward Reasoning in Large Language Models for Mathematical Verification
       Weisen Jiang, Han Shi, Longhui Yu, Zhengying Liu, Yu Zhang, Zhenguo Li, James Kwok
       Preprint arXiv:2308.07758, 2024
       arXiv | project

  2. Dual-Balancing for Multi-Task Learning
       Baijiong Lin, Weisen Jiang, Feiyang Ye, Yu Zhang, Pengguang Chen, Ying-Cong Chen, Shu Liu, James Kwok
       Preprint arXiv:2308.12029, 2023
       arXiv

  3. Domain-Guided Conditional Diffusion Model for Unsupervised Domain Adaptation
       Yulong Zhang, Shuhao Chen, Weisen Jiang, Yu Zhang, Jiangang Lu, James Kwok
       Preprint arXiv:2309.14360, 2023
       arXiv

  4. BYOM: Building Your Own Multi-Task Model For Free
       Weisen Jiang, Baijiong Lin, Han Shi, Yu Zhang, Zhenguo Li, James Kwok
       Preprint arXiv:2310.01886, 2024
       arXiv

  5. LLaVO: Large Language Models as Visual Cross-Domain Learners
       Shuhao Chen, Yulong Zhang, Weisen Jiang, Jiangang Lu, Yu Zhang
       Preprint arXiv:2401.03253, 2023
       arXiv | project

  6. Rendering Graphs for Graph Reasoning in Multimodal Large Language Models
       Yanbin Wei, Shuai Fu, Weisen Jiang, James Kwok, Yu Zhang
       Preprint arXiv:2402.02130, 2024
       arXiv | project

Conferences

  1. Identification for Wiener System with Discontinuous Piece-wise Linear Function via Sparse Optimization
        Weisen Jiang, Hai-Tao Fang
       Chinese Control Conference (CCC) 2014

  2. Identification of Switched Linear Systems via Sparse Optimization
        Weisen Jiang, Hai-Tao Fang
       IFAC Symposium on System Identification 2015

  3. SEEN: Few-Shot Classification with SElf-ENsemble
        Weisen Jiang, James Kwok, Yu Zhang
       IJCNN 2021, Virtual

  4. Effective Meta-Regularization by Kernelized Proximal Regularization
        Weisen Jiang, James Kwok, Yu Zhang
       NeurIPS 2021, Virtual
       OpenReview | Code | Poster

  5. Subspace Learning for Effective Meta-Learning
        Weisen Jiang, Yu Zhang, James Kwok
       ICML 2022, Baltimore, Maryland, USA
       OpenReview | Code | Poster

  6. An Adaptive Policy to Employ Sharpness-Aware Minimization
        Weisen Jiang, Hansi Yang, Yu Zhang, James Kwok
       ICLR 2023, Kigali, Rwanda
       OpenReview |  Code | Poster

  7. Effective Structured Prompting by Meta-Learning and Representative Verbalizer
        Weisen Jiang, Yu Zhang, James Kwok
       ICML 2023, Honolulu, Hawaii, USA
       OpenReview |  Code | Poster

  8. MetaMath: Bootstrap Your Own Mathematical Questions for Large Language Models
       Longhui Yu, Weisen Jiang, Han Shi, J. Yu, Z. Liu, Yu Zhang, James Kwok, Zhenguo Li, Adrian Weller, Weiyang Liu
       ICLR 2024, Spotlight (acceptance rate 5%)
       OpenReview |  code |  project |  poster

Patents

  1. 信息推荐方法、装置、系统及存储介质
       江伟森, 吴德龙, 邱泰生
       腾讯科技有限公司
       发明专利, 授权号: CN110413868B, 2023

  2. 一种页面生成方法及装置
       江伟森, 骆顺昌, 吴德龙, 邱泰生
       腾讯科技有限公司
       发明专利, 授权号: CN112307319A, 2021

Awards

Teaching

  • COMP 2012(Object-oriented programming and data structures), Teaching assistant. HKUST.

  • COMP 4331(Data mining), Teaching assistant. HKUST.

Software

  • W. Jiang (with team). Meituan. Recommendation systems for booking hotels.

  • W. Jiang, J. Wang. Meituan. Hotel anti-cheat systems.

  • W. Jiang, S. Luo. Tencent. Teppelin platform for data mining.

  • W. Jiang (with team). Tencent. Recommendation systems.

Academic Services

  • IEEE Transactions on Neural Networks and Learning Systems
  • Artificial Intelligence
  • International Journal of Data Science and Analytics
  • ICML: 2022, 2023, 2024
  • NeurIPS: 2022, 2023
  • ICLR: 2023, 2024
  • CVPR: 2024