About me

I am currently a PhD Student in AIRS Lab from Stony Brook University, advised by Prof. Yi Liu, and also co-advised by Prof. Haibin Ling.

My research interests include geometric learning, multimodal/graph learning, and generative models.

Education

B.Eng. Internet of Things Engineering; Jiangsu University of Science and Technology, Aug. 2017 - Jun. 2021
M.Eng. Traffic Information Engineering and Control; Wuhan University of Technology, Aug. 2021 - Jun. 2024
Ph.D. Computer Science; Stony Brook University, Aug. 2024 - TBD

News

July 2025: Preprint a paper related to efficient generation via shortening generation trajectories.
May 2025: Received IACS Young Writer’s Award, thank you IACS!
May 2025: One paper accepted by ACL 2025 on LLM for molecule editing, congrats to my cooperators!
May 2025: First author on a paper accepted by ICML 2025 on 3D GNN explanation (XAI)!
April 2025: Give a lightening talk in IACS research day. Thanks for the opportunity from IACS!

First or Co-first Author Publications

* indicates equal contributors.

RISE: Radius of Influence based Subgraph Extraction for 3D Molecular Graph Explanation

Published in The Forty-second International Conference on Machine Learning (ICML), 2025

We develop an new pipeline for 3D-GNN explanation.

Recommended citation: Qu, J., Gao, W., Zhang, J., Liu, X., Wei, H., Ling, H., & Liu, Y. RISE: Radius of Influence based Subgraph Extraction for 3D Molecular Graph Explanation. In Forty-second International Conference on Machine Learning.
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Double domain guided real-time low-light image enhancement for ultra-high-definition transportation surveillance

Published in IEEE Transactions on Intelligent Transportation Systems, 2024

We firstly explicitly incorporate gradient-domain enhancement for low-ligh images

Recommended citation: Qu, J., Liu, R. W., Gao, Y., Guo, Y., Zhu, F., & Wang, F. Y. (2024). Double domain guided real-time low-light image enhancement for ultra-high-definition transportation surveillance. IEEE Transactions on Intelligent Transportation Systems, 25(8), 9550-9562.
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First or Co-first Author Preprints