计算生物学与生物信息学博士生 · 杜克大学

我研究模型如何在不确定性下保持可靠。

梁梓涵 · zihan.liang@duke.edu

我在杜克大学攻读计算生物学与生物信息学博士，在 Anru Zhang 教授的指导下开展研究。我为不规则、不完整、往往并不干净的纵向与多模态数据，开发可靠的表示学习方法。

梁梓涵

论文与成果 Research

已发表与录用论文

Two-Sided State-Space Models for Sequential Recommendation with Non-Random Multimodal Review Feedback

Ziwen Pan*, Zihan Liang*, Ruoxuan Xiong录取/状态：Accepted to Findings of EMNLP 2026
论文 代码

DART: Mitigating Harm Drift in Difference-Aware LLMs via Distill-Audit-Repair Training

Ziwen Pan*, Zihan Liang*, Jad Kabbara, Ali Emami录取/状态：Accepted to Findings of ACL 2026
论文 代码

Learning Dynamic Representations and Policies from Multimodal Clinical Time-Series with Informative Missingness

Zihan Liang*, Ziwen Pan*, Ruoxuan Xiong录取/状态：Accepted to Findings of ACL 2026
论文 代码

MambaDATG: Domain-Adaptive Tri-Plane-Gated Pre-training for 3D Abdominal Segmentation

Yaomin Shen*, Dongming Jiang*, Zihan Liang*, Yangbo Wei*, Wenkai Yang, Xiaoxin Sun, Zhen Huang, Suhua Wang, Qingsong Yao录取/状态：Accepted at ICASSP 2026 Oral
论文

Dynamic Policy Design for Autonomous Taxi Adoption: A Hierarchical Game-Theoretic Framework

Zihan Liang, Ziwen Pan录取/状态：Accepted at TRB Annual Meeting 2026
论文

Causal Representation Learning from Multimodal Clinical Records under Non-Random Modality Missingness

Zihan Liang*, Ziwen Pan*, Ruoxuan Xiong录取/状态：Accepted at EMNLP 2025 (Main Conference)
论文 代码

CareLab at #SMM4H-HeaRD 2025: Insomnia Detection and Food Safety Event Extraction with Domain-Aware Transformers

Zihan Liang*, Ziwen Pan*, Sumon Kanti Dey, Azra Ismail录取/状态：Accepted at ICWSM 2025 Workshop (SMM4H-HeaRD)
论文 代码

在审稿件

Adaptive Spatiotemporal Graph Neural Networks with Trend-Aware Prediction and Validation-Gated Calibration for Traffic Flow Forecasting

Zihan Liang*, Ziwen Pan*, Shuyang YuMay 2025 – Present录取/状态：Under Review at IEEE Transactions on Intelligent Transportation Systems

学位论文

Causal Representation Learning under Informative Missingness for Clinical Multimodal Prediction and Offline Decision-Making

Zihan LiangAdvised by Prof. Ruoxuan Xiong录取/状态：Emory College of Arts and Sciences Honors Thesis (Highest Honors)
论文 幻灯片 海报

* 这些作者对本工作做出了同等贡献。

合作研究项目 Collaborative Research Projects

经历 Experiences

教育经历

Duke University | Ph.D. in Computational Biology and Bioinformatics

Aug. 2026 – May 2031 (expected)

Emory University | B.S. in Applied Mathematics & Statistics (Highest Honors); Artificial Intelligence Minor; Magna Cum Laude

Aug. 2023 – May 2026

教学经历

Emory University | Teaching Assistant and Grader · Machine Learning

Jan. 2026 – May 2026

AwesomeMath | Teaching Assistant and Grader · Algebra for Mathematical Olympiads

Jun. 2025 – Aug. 2025

领导力经历

Emory Artificial Intelligence and Data Association | Founder and President

Apr. 2024 – Oct. 2025

YouthBuild Program | Co-Founder and Standing Council Member

Aug. 2022 – Jul. 2024

联系 Contact