Ma, Hehuan

10 publications

ICLR 2026 GRAM-DTI: Adaptive Multimodal Representation Learning for Drug–Target Interaction Prediction Feng Jiang, Amina Mollaysa, Hehuan Ma, Yuzhi Guo, Tommaso Mansi, Junzhou Huang, Mangal Prakash, Rui Liao

MIDL 2026 Guideline-Informed MLLM Reasoning for Pathology-Aware Postoperative Prostate CTV Segmentation Yinhao Wu, Hengrui Zhao, Haiqing Li, Wenliang Zhong, Hehuan Ma, Yuzhi Guo, Dan Nguyen, Daniel Yang, Steve Jiang, Junzhou Huang

MIDL 2026 Heterogeneous Aligned Fusion for Survival Classification with Missing Modalities Zheng Zheng, Yuzhi Guo, Xiao Hu, Yuwei Miao, Hehuan Ma, Jean Gao, Junzhou Huang

AAAI 2025 GoBERT: Gene Ontology Graph Informed BERT for Universal Gene Function Prediction Yuwei Miao, Yuzhi Guo, Hehuan Ma, Jingquan Yan, Feng Jiang, Rui Liao, Junzhou Huang

NeurIPS 2025 TRIDENT: Tri-Modal Molecular Representation Learning with Taxonomic Annotations and Local Correspondence Feng Jiang, Mangal Prakash, Hehuan Ma, Jianyuan Deng, Yuzhi Guo, Amina Mollaysa, Tommaso Mansi, Rui Liao, Junzhou Huang

ICCV 2025 Zero-Shot Composed Image Retrieval via Dual-Stream Instruction-Aware Distillation Wenliang Zhong, Rob Barton, Weizhi An, Feng Jiang, Hehuan Ma, Yuzhi Guo, Abhishek Dan, Shioulin Sam, Karim Bouyarmane, Junzhou Huang

ECCV 2024 Causal Subgraphs and Information Bottlenecks: Redefining OOD Robustness in Graph Neural Networks Weizhi An, Wenliang Zhong, Feng Jiang, Hehuan Ma, Junzhou Huang

AAAI 2022 Self-Supervised Pre-Training for Protein Embeddings Using Tertiary Structures Yuzhi Guo, Jiaxiang Wu, Hehuan Ma, Junzhou Huang

ICCV 2021 Exploring Robustness of Unsupervised Domain Adaptation in Semantic Segmentation Jinyu Yang, Chunyuan Li, Weizhi An, Hehuan Ma, Yuzhi Guo, Yu Rong, Peilin Zhao, Junzhou Huang

AAAI 2021 Hierarchical Graph Capsule Network Jinyu Yang, Peilin Zhao, Yu Rong, Chaochao Yan, Chunyuan Li, Hehuan Ma, Junzhou Huang