Xinrun Wang

Assistant Professor, Singapore Management University

Joined

March 2019

Names

Xinrun Wang (Preferred)

Emails

****@e.ntu.edu.sg (Confirmed)

****@ntu.edu.sg (Confirmed)

****@smu.edu.sg (Confirmed)

Personal Links

Career & Education History

Assistant Professor

Singapore Management University (smu.edu.sg)

2024 – Present

Postdoc

Nanyang Technological University (ntu.edu.sg)

2020 – 2024

PhD student

Nanyang Technological University (e.ntu.edu.sg)

2015 – 2019

Advisors, Relations & Conflicts

PhD Advisor

Bo An

2015 – 2020

Expertise

Reinforcement Learning/Deep Learning

2018 – Present

Game Theory

2015 – Present

Publications

MatSeek: An Automated Knowledge-Driven Framework for Materials Research
Jianguo Huang, Yuhao Lu, Yanchen Deng, Chendong Zhao, Penghui Yang, Zhonghan Zhang, Yixuan Li, yushan xiao, Cuntai Guan, Bijun Tang, Xinrun Wang, Zheng Liu, Bo An
- AI4X-AC 2026 Poster
- Readers: Everyone
MatSeek: An Automated Knowledge-Driven Framework for Materials Research
Jianguo Huang, Yuhao Lu, Yanchen Deng, Chendong Zhao, Penghui Yang, Zhonghan Zhang, Yixuan Li, yushan xiao, Cuntai Guan, Bijun Tang, Xinrun Wang, Zheng Liu, Bo An
- AI4Mat-ICLR-2026 Poster
- Readers: Everyone
FinWorld: An All-in-One Open-Source Platform for End-to-End Financial AI Research and Deployment
Wentao Zhang, Yilei Zhao, Chuqiao Zong, Xinrun Wang, Bo An
- KDD 2026 Datasets and Benchmarks Track Poster
- Readers: Everyone
LLM-Based World Models Can Make Decisions Solely, But Rigorous Evaluations are Needed
Chang Yang, Xinrun Wang, Junzhe Jiang, Qinggang Zhang, Xiao Huang
- Accepted by TMLR
- Readers: Everyone
Nondeterministic Polynomial-time Problem Challenge: An Ever-Scaling Reasoning Benchmark for LLMs
Chang Yang, Ruiyu Wang, Junzhe Jiang, Qi Jiang, Qinggang Zhang, Yanchen Deng, Shuxin Li, Shuyue Hu, Bo Li, Florian T. Pokorny, Xiao Huang, Xinrun Wang
- Accepted by TMLR
- Readers: Everyone
Offline Equilibrium Finding in Extensive-form Games: Datasets, Methods, and Analysis
Shuxin Li, Youzhi Zhang, Jakub Cerny, Pengdeng Li, Chang Yang, Xinrun Wang, Hau Chan, Bo An
- Submitted to ICLR 2026
- Readers: Everyone
Nondeterministic Polynomial-time Problem Challenge: An Ever-Scaling Reasoning Benchmark for LLMs
Chang Yang, Ruiyu Wang, Junzhe Jiang, Qi Jiang, Qinggang Zhang, Yanchen Deng, Shuxin Li, Shuyue Hu, Bo Li, Florian T. Pokorny, Xiao Huang, Xinrun Wang
- ICLR 2026 Conference Withdrawn Submission
- Readers: Everyone
Self-Aware Reinforcement Learning for Improving LLMs with Minimal Data
Hangfan Zhang, Siyuan Xu, Zhimeng Guo, Huaisheng Zhu, Shicheng Liu, Xinrun Wang, Qiaosheng Zhang, Yang Chen, Peng Ye, LEI BAI, Shuyue Hu
- Submitted to ICLR 2026
- Readers: Everyone
StarDojo: Benchmarking Open-Ended Behaviors of Agentic Multimodal LLMs in Production–Living Simulations with Stardew Valley
Weihao Tan, Changjiu Jiang, Yu Duan, Mingcong Lei, Li JiaGeng, Yitian Hong, Xinrun Wang, Bo An
- ICLR 2026 Conference Desk Rejected Submission
- Readers: Everyone
StarDojo: Benchmarking Open-Ended Behaviors of Agentic Multimodal LLMs in Production–Living Simulations with Stardew Valley
Weihao Tan, Changjiu Jiang, Yu Duan, Mingcong Lei, Li JiaGeng, Yitian Hong, Xinrun Wang, Bo An
- MTI-LLM @ NeurIPS 2025 Poster
- Readers: Everyone

View all 45 publications

Co-Authors

View all 117 co-authors