Hu, Pingzhao

8 publications

ICLR 2026 Distilling and Adapting: A Topology-Aware Framework for Zero-Shot Interaction Prediction in Multiplex Biological Networks Alana Deng, Sugitha Janarthanan, Yan Sun, Zihao Jing, Pingzhao Hu
ICLR 2026 Entropy-Guided Dynamic Tokens for Graph-LLM Alignment in Molecular Understanding Zihao Jing, Qiuhao Zeng, Ruiyi Fang, Yan Sun, Boyu Wang, Pingzhao Hu
ICLR 2026 MAC-AMP: A Closed-Loop Multi-Agent Collaboration System for Multi-Objective Antimicrobial Peptide Design Gen Zhou, Sugitha Janarthanan, Lianghong Chen, Pingzhao Hu
ICLR 2025 CL-MFAP: A Contrastive Learning-Based Multimodal Foundation Model for Molecular Property Prediction and Antibiotic Screening Gen Zhou, Sugitha Janarthanan, Yutong Lu, Pingzhao Hu
ICLRW 2025 Knockoff Statistics-Driven Interpretable Deep Learning Models for Uncovering Potential Biomarkers for COVID-19 Severity Prediction Qian Liu, Daryl Fung, Huanjing Liu, Pingzhao Hu
ICLRW 2025 Leveraging Transfer Learning and Multimodal Foundation Models for Antibiotic Discovery Against Data-Scarce Escherichia Coli Strains Sugitha Janarthanan, Gen Zhou, Yan Yi Li, Zihao Jing, Pingzhao Hu
NeurIPS 2025 Structure-Aware Fusion with Progressive Injection for Multimodal Molecular Representation Learning Zihao Jing, Yan Sun, Yan Yi Li, Sugitha Janarthanan, Alana Deng, Pingzhao Hu
NeurIPS 2025 Uncertainty-Aware Multi-Objective Reinforcement Learning-Guided Diffusion Models for 3D De Novo Molecular Design Lianghong Chen, Dongkyu Eugene Kim, Mike Domaratzki, Pingzhao Hu