Research output per year
Research output per year
Personal profile
Education/Academic qualification
Master of Philosophy, The Hong Kong Polytechnic University
Doctor of Philosophy, University of Toronto
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Dive into the research topics where Wanyu Lin is active. These topic labels come from the works of this person. Together they form a unique fingerprint.
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Collaborations and top research areas from the last five years
Recent external collaboration on country/territory level. Dive into details by clicking on the dots or
Research output
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Distributional Priors Guided Diffusion for Generating 3D Molecules in Low Data Regimes
Hong, H., Lin, W., Yang, M. & Tan, K. C., Jun 2026, Proceedings of the AAAI Conference on Artificial Intelligence. p. 21743–21751 8 p. (Proceedings of the AAAI Conference on Artificial Intelligence).Research output: Chapter in book / Conference proceeding › Conference article published in proceeding or book › Academic research › peer-review
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Explainable Molecular Property Prediction: Aligning Chemical Concepts With Predictions via Language Models
Wang, Z., Lin, Z., Lin, W., Yang, M., Zeng, M. & Tan, K. C., Jun 2026, In: IEEE Transactions on Pattern Analysis and Machine Intelligence. 48, 6, p. 7017-7031 15 p.Research output: Journal article publication › Journal article › Academic research › peer-review
2 Link opens in a new tab Citations (Scopus) -
Accelerating 3D Molecule Generation via Jointly Geometric Optimal Transport.
Hong, H., Lin, W. & Tan, K. C., 2025, The Thirteenth International Conference on Learning Representations.Research output: Chapter in book / Conference proceeding › Conference article published in proceeding or book › Academic research › peer-review
Open Access -
Graph Privacy Funnel: A Variational Approach for Privacy-Preserving Representation Learning on Graphs
Lin, W., Lan, H. & Cao, J., Apr 2025, In: IEEE Transactions on Dependable and Secure Computing. 22, 2, p. 967-978 12 p.Research output: Journal article publication › Journal article › Academic research › peer-review
4 Link opens in a new tab Citations (Scopus) -
Latent Imputation before Prediction: A New Computational Paradigm for De Novo Peptide Sequencing
Du, Y., Yang, C., Yu, N., Lin, W., Zhao, Q. & Wang, S., 23 May 2025, In: Proceedings of Machine Learning Research. 267, p. 14669-14681 13 p.Research output: Journal article publication › Conference article › Academic research › peer-review
Prizes
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OrphicX: A Causality-Inspired Latent Variable Model for Interpreting Graph Neural Networks
Lin, W. (Recipient), Lan, H. (Recipient), Wang, H. (Recipient) & Li, B. (Recipient), 24 Jun 2022
Prize: Honorary award › Honorary award (research)
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PolyU Young Innovative Researcher Award (YIRA) 2025
Lin, W. (Recipient), May 2025
Prize: Prize (research)