| 2026 | ACL | ProMedical: Hierarchical Fine-Grained Criteria Modeling for Medical LLM Alignment via Explicit Injection. | He Geng, Yangmin Huang, Lixian Lai, Qianyun Du, Hui Chu, Zhiyang He, Jiaxue Hu, Xiaodong Tao |
| 2026 | ISCA | Distilling Magic States in the Bicycle Architecture. | Shifan Xu, Kun Liu, Patrick Rall, Zhiyang He, Yongshan Ding |
| 2025 | ACL | Should I Believe in What Medical AI Says? A Chinese Benchmark for Medication Based on Knowledge and Reasoning. | Yue Wu, Yangmin Huang, Qianyun Du, Lixian Lai, Zhiyang He, Jiaxue Hu, Xiaodong Tao |
| 2025 | IJCAI | MVP-CBM: Multi-layer Visual Preference-enhanced Concept Bottleneck Model for Explainable Medical Image Classification. | Chunjiang Wang, Kun Zhang, Yandong Liu, Zhiyang He, Xiaodong Tao, S. Kevin Zhou |
| 2025 | MICCAI | Pre-trained LLM is a Semantic-Aware and Generalizable Segmentation Booster. | Fenghe Tang, Wenxin Ma, Zhiyang He, Xiaodong Tao, Zihang Jiang, Shaohua Kevin Zhou |
| 2025 | MICCAI | SimCroP: Radiograph Representation Learning with Similarity-Driven Cross-Granularity Pre-training. | Rongsheng Wang, Fenghe Tang, Qingsong Yao, Rui Yan, Xu Zhang, Zhen Huang, Haoran Lai, Zhiyang He, Xiaodong Tao, Zihang Jiang, S. Kevin Zhou |
| 2024 | CVPR | CARZero: Cross-Attention Alignment for Radiology Zero-Shot Classification. | Haoran Lai, Qingsong Yao, Zihang Jiang, Rongsheng Wang, Zhiyang He, Xiaodong Tao, S. Kevin Zhou |
| 2022 | STOC | Breaking the | Zhiyang He, Jason Li |
| 2021 | ESA | Near-Linear-Time, Optimal Vertex Cut Sparsifiers in Directed Acyclic Graphs. | Zhiyang He, Jason Li, Magnus Wahlstrm |
| 2018 | AAAI | Medical Exam Question Answering with Large-scale Reading Comprehension. | Xiao Zhang, Ji Wu, Zhiyang He, Xien Liu, Ying Su |
| 2016 | ACL | Hidden Softmax Sequence Model for Dialogue Structure Analysis. | Zhiyang He, Xien Liu, Ping Lv, Ji Wu |
| 2016 | Interspeech | Target-Based State and Tracking Algorithm for Spoken Dialogue System. | Miao Li, Zhiyang He, Ji Wu |
| 2011 | Interspeech | An Active Learning Approach to Task Adaptation. | Ji Wu, Zhiyang He, Ping Lv |