3 papers
cs.LG2025
Cross-Modality Controlled Molecule Generation with Diffusion Language Model
Yunzhe Zhang, Yifei Wang, Khanh Vinh Nguyen +1
Current SMILES-based diffusion models for molecule generation typically support only unimodal constraint. They inject conditioning signals at the start of the training process and…
cs.LG2025
Advancing Drug Discovery with Enhanced Chemical Understanding via Asymmetric Contrastive Multimodal Learning
Yifei Wang, Yunrui Li, Lin Liu +2
The versatility of multimodal deep learning holds tremendous promise for advancing scientific research and practical applications. As this field continues to evolve, the collective…
cs.LG2024
Counterpart Fairness -- Addressing Systematic between-group Differences in Fairness Evaluation
Yifei Wang, Zhengyang Zhou, Liqin Wang +4
When using machine learning to aid decision-making, it is critical to ensure that an algorithmic decision is fair and does not discriminate against specific individuals/groups, par…