About

About

Hi, I’m Shaoheng Yan (严绍恒)

I am an undergraduate student at Peking University, YuanPei College.
I am currently majoring in Artificial Intelligence while pursuing a double degree in Physics, focusing on exploring the intersection of these fields through interdisciplinary knowledge and research.

Research Interests

Graph Learning

Graph Representation Learning & Equivariant Neural Networks.

AI for Science

Machine Learning for Molecular Modeling and Drug Discovery (AI4S / MLFF).

Computer Vision

A side interest in perception, abstraction, and visual understanding.

Experience & Education

Internship

Algorithm Intern
ByteDance
Nov 2025 – Present

Shanghai, China

Education

Peking University
B.E. in Artificial Intelligence
B.S. in Physics
2024 – Present
Beijing NO.4 High School
Middle School
2021 – 2024

Publications

GeoRecon: Graph-Level Representation Learning for 3D Molecules via Reconstruction-Based Pretraining

Shaoheng Yan, Zian Li, Muhan Zhang

Preprint arXiv
LLMs Know More Than Words: A Genre Study with Syntax, Metaphor & Phonetics

Weiye Shi, Zhaowei Zhang, Shaoheng Yan, Yaodong Yang

Preprint arXiv

Curriculum & Studies

This section tracks my learning journey. Note: Political courses, PE, and some general education courses are omitted.

Upcoming / Ongoing (2025-2026 Spring / Year 2 Sem 2 (Upcoming))

    Completed Courses Archive

    2025-2026 Fall (Year 2 Sem 1)

    • Electromagnetism (Exemption)
    • Machine Learning
    • Reinforcement Learning
    • Quantum Mechanics A
    • Intro to Modern Physics I
    • Discrete Math (Turing Class)
    • Data Structures & Algorithms A
    • AI System Practice (III)
    • Financial Time Series
    • The Republic
    • Quantum Field Theory (Weinberg)
    • Functional Analysis
    • Optimization Theory (GTM 258)

    2024-2025 Summer

    • GTM 258: Foundations of Optimization
    • Discrete Mathematics & Applications
    • General Physics (Exemption Prep)

    2024-2025 Spring (Year 1 Sem 2)

    • Advanced Mathematics A
    • Prob & Stats A
    • Electrodynamics A
    • Practice of Programming (C/C++) [Withdraw]
    • Methods of Mathematical Physics
    • Intro to AI
    • AI System Practice (II)
    • Real Analysis
    • ODE & PDE
    • Audited: Intro to Computing Art, Psychology of Art, Psychophysics

    2024-2025 Fall (Year 1 Sem 1)

    • Advanced Mathematics A
    • Linear Algebra A
    • Computing (C++) A
    • Probability Theory
    • Mathematical Analysis
    • Partial: Modern QM, General Psychology
    • Introduction to Machine Learning (CS50)

    High School Studies

    Advanced Placement / Self-Study

    Advanced Mathematics, Linear Algebra, Analytic Geometry, General Physics, Theoretical Mechanics, Electrodynamics, Complex Analysis, Modern Optics, General Chemistry, Inorganic Chemistry, Geology, Atmospheric Physics. Partial: Diff Geometry & GR, Meteorology, Organic Chemistry.

    Future Plans (Curriculum)
    • Theoretical Mechanics, QM, Thermodynamics & Statistical Physics
    • General Relativity, QFT
    • Functional Analysis, Group Theory, Abstract Algebra
    • Algebraic Geometry, Diff Manifolds, Riemannian Geometry
    • Numerical Analysis

    Book Projects (In Progress)

    方兴未艾 —— Junior High Essays
    High School Essays
    New Lectures on Gaokao Chemistry
    Prep for publication
    Gaokao Chinese Guide
    Prep for publication
    Gaokao Geography Guide
    Beijing No.4 Physics Competition Notes
    Ongoing

    Friends

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