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，研究不确定性下的可靠机器学习。我的工作结合统计学与因果推断，探索不完整、有偏差及持续演变的数据如何影响医疗及其他高风险场景中的模型与决策。

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 at EMNLP 2026 Findings

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 at ACL 2026 Findings
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 at ACL 2026 Findings
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

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
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 AAAI ICSWM 2025
论文 代码

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

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. Student in Computational Biology and Bioinformatics

Aug. 2026 - May 2031 (expected)

Emory University | Bachelor of Science in Applied Mathematics and Statistics with Highest Honors, with a Minor in Artificial Intelligence

Aug. 2023 - May 2026

Xi'an Tie Yi High School | CollegeBoard AP Program

Sept. 2020 - May 2023

教学经历

Teaching Assistant and Grader | Emory University Department of Data and Decision Sciences - Machine Learning Course

Jan. 2026 - May 2026

Teaching Assistant and Grader | AwesomeMath - Algebra Course for Mathematical Olympiads

Jun. 2025 - Aug. 2025

领导力经历

Founder and President | Emory Artificial Intelligence and Data Association

Apr. 2024 - Oct. 2025

Co-Founder & Standing Council Member | YouthBuild Program

Aug. 2022 - Jul. 2024

联系 Contact