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Alana Deng

2 accepted papers

2026

Distilling and Adapting: A Topology-Aware Framework for Zero-Shot Interaction Prediction in Multiplex Biological Networks

ICLR 2026poster

Multiplex Biological Networks (MBNs), which represent multiple interaction types between entities, are crucial for understanding complex biological systems. Yet, existing methods often inadequately model multiplexity, struggle to integrate structural and sequence information, and face difficulties i…

Cited by 0SourceScholar
2025

Structure-Aware Fusion with Progressive Injection for Multimodal Molecular Representation Learning

NeurIPS 2025poster

Multimodal molecular models often suffer from 3D conformer unreliability and modality collapse, limiting their robustness and generalization. We propose MuMo, a structured multimodal fusion framework that addresses these challenges in molecular representation through two key strategies. To reduce th…

Cited by 0SourcecodeScholar