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Yuchen Ying

3 accepted papers

2026

Neural Graph Navigation for Intelligent Subgraph Matching

AAAI 2026technical

Subgraph matching, a cornerstone of relational pattern detection in domains ranging from biochemical systems to social network analysis, faces significant computational challenges due to the dramatically growing search space. Existing methods address this problem within a filtering-ordering-enumerat

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2025

Association Pattern-enhanced Molecular Representation Learning

AAAI 2025technical

The applicability of drug molecules in various clinical scenarios is significantly influenced by a diverse range of molecular properties. By leveraging self-supervised conditions such as atom attributes and interatomic bonds, existing advanced molecular foundation models can generate expressive repr…

2024

Association Pattern-aware Fusion for Biological Entity Relationship Prediction

NeurIPS 2024poster

Deep learning-based methods significantly advance the exploration of associations among triple-wise biological entities (e.g., drug-target protein-adverse reaction), thereby facilitating drug discovery and safeguarding human health. However, existing researches only focus on entity-centric informati…