Yige Yuan
(袁一歌)

Ph.D. Candidate

CAS Key Laboratory of AI Safety

Institute of Computing Technology, Chinese Academy of Sciences

No.6 Kexueyuan South Road Zhongguancun, Haidian District, Beijing, China

Homepage: https://yuanyige.github.io

Email: yuanyige20z [AT] ict.ac.cn or yuanyige923 [AT] gmail.com

Github: https://github.com/yuanyige

Google Scholar

Research Interest: Trustworthy Machine Learning Generalization and Robustness Large Language Model

Introduction

I am currently pursuing my Ph.D. at the CAS Key Laboratory of AI Safety, advised by Prof. Xueqi Cheng and Assoc. Prof. Bingbing Xu. I obtained my B.S. degree in Information Security from Xidian University in 2020.

My research goal is to build Trustworthy AI that performs reliably across diverse scenarios.

To achieve this, I worked on Generalization & Robustness and Alignment & Hallucination within domains of graph, vision, and language, for tasks of both discriminative and generative modeling.

Experience

Publications

  1. Yige Yuan, Bingbing Xu, Liang Hou, Fei Sun, Huawei Shen, Xueqi Cheng
    C IEEE/CVF Computer Vision and Pattern Recognition Conference (CVPR 2024)

    Seattle WA, USA; Main Track; CCF-A

    [Paper] [Code] [Slides] [Summary]
  2. Yige Yuan, Bingbing Xu, Bo Lin, Liang Hou, Fei Sun, Huawei Shen, Xueqi Cheng
    C Annual AAAI Conference on Artificial Intelligence (AAAI 2024)

    Vancouver, Canada; Main Track; CCF-A

    [Paper] [Code] [Poster] [Slides] [Video] [Summary]
  3. Yige Yuan, Bingbing Xu, Huawei Shen, Qi Cao, Keting Cen, Wen Zheng, Xueqi Cheng
    J Neural Networks (NN), Volume 172, April 2024

    Elsevier; IF=8.4, Q1, CCF-B

    [Paper] [Code] [Summary]
  4. Teng Xiao, Yige Yuan, Huaisheng Zhu, Mingxiao Li, Vasant G Honavar
    C Annual Conference on Neural Information Processing Systems (NeurIPS 2024)

    Vancouver, Canada; Main Track; CCF-A

    [Summary]
  5. Teng Xiao, Mingxiao Li, Yige Yuan, Huaisheng Zhu, Chao Cui, Vasant G Honavar
    C The 2024 Conference on Empirical Methods in Natural Language Processing (EMNLP 2024)

    Miami, Florida, USA; Main Paper; CCF-B

    [Summary]
  6. Zixu Wang, Bingbing Xu, Yige Yuan, Huawei Shen and Xueqi Cheng
    C International ACM SIGIR Conference on Research and Development in Information Retrieval (SIGIR 2024)

    Washington D.C., USA; Short Paper; CCF-A

    [Paper] [Summary]
  7. Liang Hou, Qi Cao, Yige Yuan, Songtao Zhao, Chongyang Ma, Siyuan Pan, Pengfei Wan, Zhongyuan Wang, Huawei Shen, Xueqi Cheng
    C Annual Conference on Neural Information Processing Systems (NeurIPS 2023)

    New Orleans, USA; Main Track; CCF-A

    [Paper] [Code] [Poster] [Slides] [Video] [Summary]
  8. Yang Li, Bingbing Xu, Fei Sun, Qi Cao, Yige Yuan, and Huawei Shen
    C International Conference on Database Systems for Advanced Applications (DASFAA 2024)

    Gifu, Japan; Reseach Track; CCF-B

    [Paper] [Summary]

Awards && Honors

Invited Talks

Academic Services