Sitao Luan

Postdoc, Mila - Quebec Artificial Intelligence Institute

Joined

October 2018

Names

Sitao Luan (Preferred)

Emails

****@mail.mcgill.ca (Confirmed)

****@mila.quebec (Confirmed)

****@umontreal.ca

Personal Links

Google Scholar

DBLP

Semantic Scholar

Career & Education History

Postdoc

Mila - Quebec Artificial Intelligence Institute (mila.quebec)

2025 – 2026

PhD student

McGill University (mcgill.ca)

2017 – 2024

Advisors, Relations & Conflicts

Postdoc Advisor

Reihaneh Rabbany

2025 – Present

Postdoc Advisor

Guillaume Rabusseau

2025 – Present

PhD Advisor

Doina Precup

2017 – Present

PhD Advisor

Xiao-Wen Chang

2017 – Present

Expertise

Reinforcement Learning

Present

Graph Neural Networks

Present

Graph Representation Learning

Present

Publications

RL Fine-Tuning Heals OOD Forgetting in SFT
Hangzhan Jin, Sitao Luan, Sicheng Lyu, Guillaume Rabusseau, Reihaneh Rabbany, Doina Precup, Mohammad Hamdaqa
- Submitted to ICLR 2026
- Readers: Everyone
Less is More: Denoising Knowledge Graphs For Retrieval Augmented Generation
Yilun Zheng, Dan Yang, Jie Li, Lin Shang, Lihui Chen, Jiahao Xu, Sitao Luan
- Submitted to ICLR 2026
- Readers: Everyone
Exploring Heterophily in Graph-level Tasks
Qinhan Hou, Yilun Zheng, Xichun Zhang, Sitao Luan, Jing Tang
- NPGML Poster
- Readers: Everyone
RL Fine-Tuning Heals the OOD Forgetting in SFT
Hangzhan Jin, Sitao Luan, Sicheng Lyu, Guillaume Rabusseau, Doina Precup, Mohammad Hamdaqa
- FoRLM 2025
- Readers: Everyone
Re-evaluating the Advancements of Heterophilic Graph Learning
Sitao Luan, Qincheng Lu, Will Hua, Xinyu Wang, Jiaqi Zhu, Xiao-Wen Chang
- NPGML Poster
- Readers: Everyone
Disentangling and Re-evaluating The Effectiveness of Graph Structure Learning For GNNs
Yilun Zheng, Zhuofan Zhang, Ziming Wang, Xiang Li, Sitao Luan, Xiaojiang Peng, Lihui Chen
- Submitted to NeurIPS 2025 Datasets and Benchmarks Track
- Readers: Everyone
EnzymeFlow: Generating Reaction-specific Enzyme Catalytic Pockets through Flow Matching and Co-Evolutionary Dynamics
Chenqing Hua, Yong Liu, Dinghuai Zhang, Odin Zhang, Sitao Luan, Kevin K Yang, Guy Wolf, Doina Precup, Shuangjia Zheng
- AIDrugX Poster
- Readers: Everyone
Rethinking Structure Learning For Graph Neural Networks
Yilun Zheng, Zhuofan Zhang, Ziming Wang, Xiang Li, Sitao Luan, Xiaojiang Peng, Lihui Chen
- Submitted to ICLR 2025
- Readers: Everyone
Let Your Features Tell The Differences: Understanding Graph Convolution By Feature Splitting
Yilun Zheng, Xiang Li, Sitao Luan, Xiaojiang Peng, Lihui Chen
- ICLR 2025 Poster
- Readers: Everyone
EnzymeFlow: Generating Reaction-specific Enzyme Catalytic Pockets through Flow Matching and Co-Evolutionary Dynamics
Chenqing Hua, Yong Liu, Dinghuai Zhang, Odin Zhang, Sitao Luan, Kevin K Yang, Guy Wolf, Doina Precup, Shuangjia Zheng
- Submitted to ICLR 2025
- Readers: Everyone

View all 32 publications

Co-Authors

View all 44 co-authors