Auto-PINN: Understanding and Optimizing Physics-Informed Neural Architecture. - Yicheng Wang; Xiaotian Han; Chia-Yuan Chang 002; Daochen Zha; Ulisses Braga-Neto; Xia Hu 001 (CoRR, 2022)

Mitigating Relational Bias on Knowledge Graphs. - Yu-Neng Chuang; Kwei-Herng Lai; Ruixiang Tang; Mengnan Du; Chia-Yuan Chang 002; Na Zou 001; Xia Hu 001 (CoRR, 2022)

DiscoverPath: A Knowledge Refinement and Retrieval System for Interdisciplinarity on Biomedical Research. - Yu-Neng Chuang; Guanchu Wang; Chia-Yuan Chang 002; Kwei-Herng Lai; Daochen Zha; Ruixiang Tang; Fan Yang 023; Alfredo Costilla-Reyes; Kaixiong Zhou; Xiaoqian Jiang; Xia Hu 001 (CIKM, 2023)

Towards Fair Patient-Trial Matching via Patient-Criterion Level Fairness Constraint. - Chia-Yuan Chang 002; Jiayi Yuan 001; Sirui Ding; Qiaoyu Tan; Kai Zhang 041; Xiaoqian Jiang; Xia Hu 001; Na Zou 001 (CoRR, 2023)

Multi-Task Learning for Post-transplant Cause of Death Analysis: A Case Study on Liver Transplant. - Sirui Ding; Qiaoyu Tan; Chia-Yuan Chang 002; Na Zou 001; Kai Zhang 041; Nathan R. Hoot; Xiaoqian Jiang; Xia Hu 001 (CoRR, 2023)

Towards Assumption-free Bias Mitigation. - Chia-Yuan Chang 002; Yu-Neng Chuang; Kwei-Herng Lai; Xiaotian Han; Xia Hu 001; Na Zou 001 (CoRR, 2023)

DISPEL: Domain Generalization via Domain-Specific Liberating. - Chia-Yuan Chang 002; Yu-Neng Chuang; Guanchu Wang; Mengnan Du; Zou Na (CoRR, 2023)

GrowLength: Accelerating LLMs Pretraining by Progressively Growing Training Length. - Hongye Jin; Xiaotian Han; Jingfeng Yang 001; Zhimeng Jiang; Chia-Yuan Chang 002; Xia Hu 001 (CoRR, 2023)

CODA: Temporal Domain Generalization via Concept Drift Simulator. - Chia-Yuan Chang 002; Yu-Neng Chuang; Zhimeng Jiang; Kwei-Herng Lai; Anxiao Jiang; Na Zou 001 (CoRR, 2023)

LETA: Learning Transferable Attribution for Generic Vision Explainer. - Guanchu Wang; Yu-Neng Chuang; Fan Yang 023; Mengnan Du; Chia-Yuan Chang 002; Shaochen Zhong; Zirui Liu 001; Zhaozhuo Xu; Kaixiong Zhou; Xuanting Cai; Xia Hu 001 (CoRR, 2023)

LLM Maybe LongLM: SelfExtend LLM Context Window Without Tuning. - Hongye Jin; Xiaotian Han; Jingfeng Yang 001; Zhimeng Jiang; Zirui Liu 001; Chia-Yuan Chang 002; Huiyuan Chen; Xia Hu 001 (ICML, 2024)

TVE: Learning Meta-attribution for Transferable Vision Explainer. - Guanchu Wang; Yu-Neng Chuang; Fan Yang 023; Mengnan Du; Chia-Yuan Chang 002; Shaochen Zhong; Zirui Liu 001; Zhaozhuo Xu; Kaixiong Zhou; Xuanting Cai; Xia Hu 001 (ICML, 2024)

Learning to Compress Prompt in Natural Language Formats. - Yu-Neng Chuang; Tianwei Xing; Chia-Yuan Chang 002; Zirui Liu 001; Xun Chen; Xia Ben Hu (NAACL-HLT, 2024)

LLM Maybe LongLM: Self-Extend LLM Context Window Without Tuning. - Hongye Jin; Xiaotian Han; Jingfeng Yang 001; Zhimeng Jiang; Zirui Liu 001; Chia-Yuan Chang 002; Huiyuan Chen; Xia Hu 001 (CoRR, 2024)

Large Language Models As Faithful Explainers. - Yu-Neng Chuang; Guanchu Wang; Chia-Yuan Chang 002; Ruixiang Tang; Fan Yang 023; Mengnan Du; Xuanting Cai; Xia Hu 001 (CoRR, 2024)

Understanding Different Design Choices in Training Large Time Series Models. - Yu-Neng Chuang; Songchen Li; Jiayi Yuan 001; Guanchu Wang; Kwei-Herng Lai; Leisheng Yu; Sirui Ding; Chia-Yuan Chang 002; Qiaoyu Tan; Daochen Zha; Xia Hu 001 (CoRR, 2024)

Assessing and Enhancing Large Language Models in Rare Disease Question-answering. - Guanchu Wang; Junhao Ran; Ruixiang Tang; Chia-Yuan Chang 002; Yu-Neng Chuang; Zirui Liu 001; Vladimir Braverman; Zhandong Liu; Xia Hu 001 (CoRR, 2024)

MAIN-RAG: Multi-Agent Filtering Retrieval-Augmented Generation. - Chia-Yuan Chang 002; Zhimeng Jiang; Vineeth Rakesh; Menghai Pan; Chin-Chia Michael Yeh; Guanchu Wang; Mingzhi Hu; Zhichao Xu; Yan Zheng 001; Mahashweta Das; Na Zou 001 (ACL (1), 2025)

Discover important donor-recipient risk factors and interactions in heart transplant primary graft dysfunction with machine learning. - Sirui Ding; Yafen Liang; Chia-Yuan Chang 002; Cheryl Brown; Xiaoqian Jiang; Xia Ben Hu; Na Zou 001 (J. Am. Medical Informatics Assoc., 2025)

Fair-RGNN: Mitigating Relational Bias on Knowledge Graphs. - Yu-Neng Chuang; Kwei-Herng Lai; Ruixiang Tang; Mengnan Du; Chia-Yuan Chang 002; Na Zou 001; Xia Hu 001 (ACM Trans. Knowl. Discov. Data, 2025)

Advancing Table Understanding of Large Language Models via Feature Re-ordering. - Guanchu Wang; Yuzhong Chen; Huiyuan Chen; Xiran Fan; Junpeng Wang 001; Xiaoting Li 001; Mingzhi Hu; Chia-Yuan Chang 002; Xia Hu 001 (SIGKDD Explor., 2025)