Qixun Wang

Qixun Wang

Ph.D. student

Qixun Wang (王启迅)

About Me

I’m a third-year Ph.D. student in the School of Intelligence Science and Technology at Peking University. My research interests include:

  • Mechanism and applications of (multimodal) LLMs, including in-context learning (ICL), reasoning, and perception of multimodal LLMs.
  • Out-of-distribution (OOD) generalization, including theoretical analysis and algorithm design across various models and scenarios, such as classical computer vision tasks, graph data, and the generalization behavior of LLMs.

🔥 News

  • 2026.03 I will be joining Kling Team (Kuasishou) as a research intern.
  • 2026.02 Two papers accepted by CVPR 2026 (Reasoning in latent visual space & Benchmark for unified multimodal models).
  • 2025.02 One paper accepted by CVPR 2025 (Audio-Visual Instance Segmentation).
  • 2025.01 One paper accepted by ICLR 2025 (Analysis of in-context learning on OOD tasks).

🎓 Education

  • B.S. in Intelligence Science and Technology, EECS — Peking University (2019~2023)
  • Ph.D. Candidate in ML & Computer Vision, SIST — Peking University (2023~present)

📚 Selected Publications

Full publication list

Monet teaser

Monet: Reasoning in Latent Visual Space Beyond Images and Language
Qixun Wang, Yang Shi, Yifei Wang, Yuanxing Zhang, Pengfei Wan, Kun Gai, Xianghua Ying, Yisen Wang
CVPR 2026 — paper · code

ICL-OOD teaser

Can In-context Learning Really Generalize to Out-of-distribution Tasks?
Qixun Wang, Yifei Wang, Xianghua Ying, Yisen Wang
ICLR 2025 — paper · code

Invariant Learning on Graphs teaser

Dissecting the Failure of Invariant Learning on Graphs
Qixun Wang, Yifei Wang, Yisen Wang, Xianghua Ying
NeurIPS 2024 — paper · code

OOD robustness teaser

Improving Out-of-distribution Robustness by Adversarial Training with Structured Priors
Qixun Wang*, Yifei Wang*, Hong Zhu, Yisen Wang
NeurIPS 2022 Spotlight — paper · code

💼 Experience

  • Kling Team, Kuaishou Technology (快手科技) — Research Intern (2026.02–Now)
    Worked on multimodal agents

🏆 Awards

  • The Third-Class Scholarship of Peking University (2025)
  • Merit Student at Peking University (2025)
  • Outstanding Graduate of Peking University (2023)
  • Yanchuang Capital Scholarship (Top 6%) (2022)
  • Merit Student at Peking University (Top 6%) (2022)
  • Academic Innovation Award at Peking University (Top 1%) (2022)
  • Award for Academic Excellence (2021)