Kuan Zhang(张宽)

About Me

I am a senior undergraduate student majoring in Software Engineering at Beijing Institute of Technology (BIT), and an incoming Ph.D. student at Tsinghua University.

My research focuses on general game agents and general game world models. I am now working with Prof. Yiming Li at THUSI-Lab on building agents that can play and reason across diverse games, and I am currently a Research Intern at miHoYo (HoYoverse).

Previous: BIT-DataLab with Prof. Chengliang Chai — label noise learning and pretraining data selection.

Outside of research, I enjoy esports, AAA games, music, novels, and animation. Proud Master-tier League of Legends player. 🎮

General Game Agent General Game World Model

Experience

miHoYo (HoYoverse)

Mar 2026 – Present

Research Intern

Tsinghua University

2026 – Present

Ph.D. Student  ·  Intern in THUSI-Lab

Beijing Institute of Technology

2022 – 2026

B.Eng. in Software Engineering  ·  Intern in BIT-DataLab

Chengdu No.7 High School

2019 – 2022

High School

Publications

* denotes equal contribution, † denotes corresponding author

arXiv 2026 2026

Towards Generalist Game Players: An Investigation of Foundation Models in the Game Multiverse

Kuan Zhang*, Dongchen Liu*, Qiyue Zhao*, Tianyu Xin*, Yue Su*, Haisheng Wang, Han Yin, Hongbo Ma, Peize Li, Tianjun Gu, Xiangnan Wu, Xinran Zhang, Yongxuan Li, Zirong Chen, Yiming Li†

Game Multiverse Paper Figure

A systematic survey tracing the full lifecycle of generalist game players across four interdependent pillars — Dataset, Model, Harness, and Benchmark — and charting a five-level roadmap from single-game mastery toward the ultimate creator stage in the game multiverse.

ICML 2026 2026

GameVerse: Can Vision-Language Models Learn from Video-based Reflection?

Kuan Zhang*, Dongchen Liu*, Qiyue Zhao, Jinkun Hou, Xinran Zhang, Qinlei Xie, Miao Liu†, Yiming Li†

GameVerse Paper Figure

A comprehensive video game benchmark enabling a reflective visual interaction loop for VLMs, with cognitive hierarchical taxonomy spanning 15 globally popular games, dual action space, and milestone evaluation.

NeurIPS 2025 Poster 2025

Handling Label Noise via Instance-Level Difficulty Modeling and Dynamic Optimization

Kuan Zhang, Chengliang Chai, Jingzhe Xu, Chi Zhang, Han Han, Ye Yuan, Guoren Wang, Lei Cao

Label Noise Paper Figure

An efficient, hyperparameter-free, instance-level optimization framework for label noise in image classification.

ICLR 2025 Spotlight 2025

Harnessing Diversity for Important Data Selection in Pretraining Large Language Models

Chi Zhang*, Huaping Zhong*, Kuan Zhang, Chengliang Chai, Rui Wang, Xinlin Zhuang, Tianyi Bai, Qiu Jiantao, Lei Cao, Ju Fan, Ye Yuan, Guoren Wang, Conghui He

Harnessing Diversity Paper Figure

Combine multi-arm bandit with influence function to select data for pretraining process of large language models.

Academic Service

Conference Reviewer

ICML 2026 Golden Reviewer

Selected Awards

2026
Teli Xu Scholarship Highest scholarship at Beijing Institute of Technology (awarded to 10 undergraduates each year)
2023 / 2024
National Scholarship Highest honor for Chinese undergraduates
2024
MCM Meritorious Winner (M Prize)
2023
CUMCM Second Prize
2023
CMC Second Prize