OpenReview.net
  • Login

Zihan Pengmei

PhD student, University of Chicago

  • Joined August 2023

Names

Zihan Pengmei (Preferred)
  • Suggest Name

Emails

****@uchicago.edu (Confirmed)
  • Suggest Email

Personal Links

Homepage
  • Suggest URL

Career & Education History

PhD student
University of Chicago (uchicago.edu)
2021 – 2026
 
  • Suggest Position

Advisors, Relations & Conflicts

No relations added

  • Suggest Relation

Expertise

No areas of expertise listed

  • Suggest Expertise

Publications

  • The Kinetics of Reasoning: How Chain-of-Thought Shapes Learning in Transformers?

    Zihan Pengmei, Costas Mavromatis, Zhengyuan Shen, Yunyi Zhang, Vassilis N. Ioannidis, Huzefa Rangwala
    • Submitted to ICLR 2026
    • Readers: Everyone
  • Pushing the Limits of All-Atom Geometric Graph Neural Networks: Pre-Training, Scaling, and Zero-Shot Transfer

    Zihan Pengmei, Zhengyuan Shen, Zichen Wang, Marcus D. Collins, Huzefa Rangwala
    • ICLR 2025 Poster
    • Readers: Everyone
  • Transformers are efficient hierarchical chemical graph learners

    Zihan Pengmei, Zimu Li, Chih-chan Tien, Risi Kondor, Aaron Dinner
    • NeurIPS2023-AI4Science Poster
    • Readers: Everyone
  • Beyond MD17: The xxMD Dataset as a Chemically Meaningful Benchmark for Neural Force Fields Development

    Zihan Pengmei, Junyu Liu, Yinan Shu
    • NeurIPS2023-AI4Science Poster
    • Readers: Everyone

Co-Authors

  • Aaron Dinner
  • Chih-chan Tien
  • Costas Mavromatis
  • Huzefa Rangwala
  • Junyu Liu
  • Marcus D. Collins
  • Risi Kondor
  • Vassilis N. Ioannidis
  • Yinan Shu
  • Yunyi Zhang
  • Zhengyuan Shen
  • Zichen Wang
  • Zimu Li
  • About OpenReview
  • Hosting a Venue
  • All Venues
  • Contact
  • Sponsors
  • Donate
  • FAQ
  • Terms of Use / Privacy Policy
  • News
  • About OpenReview
  • Hosting a Venue
  • All Venues
  • Sponsors
  • News
  • FAQ
  • Contact
  • Donate
  • Terms of Use
  • Privacy Policy

OpenReview is a long-term project to advance science through improved peer review with legal nonprofit status. We gratefully acknowledge the support of the OpenReview Sponsors. © 2026 OpenReview