PPaperPicks

Liantao Ma

13 papers at tracked venues · 10 at CORE A* · active 2024–2026

DBLP profile ↗ORCID search ↗

Venues

CIKM ×2NeurIPS ×2SIGKDD ×2WWW ×2AAAI ×1ACL ×1CHI ×1ICDE ×1IJCAI ×1

Frequent coauthors

Yinghao Zhu
×10
Yasha Wang
×8
Junyi Gao
×6
Zixiang Wang
×5
Xu Chu
×4
Weibin Liao
×4
Xiaochen Zheng
×4
Junfeng Zhao
×3
Tianlong Wang
×3
Chengwei Pan
×3
Dehao Sui
×2
Wen Tang
×2

Papers

  1. Augmenting Clinical Decision-Making with an Interactive and Interpretable AI Copilot: A Real-World User Study with Clinicians in Nephrology and Obstetrics
    CHI 2026 ·
    Yinghao Zhu
    ,
    Dehao Sui
    ,
    Zixiang Wang
    ,
    Xuning Hu
    ,
    Lei Gu
    ,
    Yifan Qi
    ,
    Tianchen Wu
    ,
    Ling Wang
    ,
    Yuan Wei
    ,
    Wen Tang
    ,
    Zhihan Cui
    ,
    Yasha Wang
    ,
    Lequan Yu
    ,
    Ewen M. Harrison
    ,
    Junyi Gao
    , Liantao Ma
  2. Beyond Imputation: A Semantic Unification Framework for Data and its Missingness in Multimodal Healthcare Analytics
    ICDE 2026 ·
    Chaohe Zhang
    , Liantao Ma,
    Shiwei Lyu
    ,
    Xin Gao
    ,
    Junfeng Zhao
    ,
    Yasha Wang
    ,
    Xu Chu
  3. ProMed: Shapley Information Gain Guided Reinforcement Learning for Proactive Medical LLMs
    ACL 2026 ·
    Hongxin Ding
    ,
    Baixiang Huang
    ,
    Yue Fang
    ,
    Weibin Liao
    ,
    Xinke Jiang
    ,
    Jinyang Zhang
    ,
    Yinghao Zhu
    ,
    Zheng Li
    , Liantao Ma,
    Junfeng Zhao
    ,
    Yasha Wang
  4. Toward Better EHR Reasoning in LLMs: Reinforcement Learning with Expert Attention Guidance
    AAAI 2026 ·
    Yue Fang
    ,
    Yuxin Guo
    ,
    Jiaran Gao
    ,
    Hongxin Ding
    ,
    Xinke Jiang
    ,
    Weibin Liao
    ,
    Yongxin Xu
    ,
    Yinghao Zhu
    ,
    Zhibang Yang
    , Liantao Ma,
    Junfeng Zhao
    ,
    Yasha Wang
  5. Adaptive Activation Steering: A Tuning-Free LLM Truthfulness Improvement Method for Diverse Hallucinations Categories
    WWW 2025 ·
    Tianlong Wang
    ,
    Xianfeng Jiao
    ,
    Yinghao Zhu
    ,
    Zhongzhi Chen
    ,
    Yifan He
    ,
    Xu Chu
    ,
    Junyi Gao
    ,
    Yasha Wang
    , Liantao Ma
  6. ColaCare: Enhancing Electronic Health Record Modeling through Large Language Model-Driven Multi-Agent Collaboration
    WWW 2025 ·
    Zixiang Wang
    ,
    Yinghao Zhu
    ,
    Huiya Zhao
    ,
    Xiaochen Zheng
    ,
    Dehao Sui
    ,
    Tianlong Wang
    ,
    Wen Tang
    ,
    Yasha Wang
    ,
    Ewen M. Harrison
    ,
    Chengwei Pan
    ,
    Junyi Gao
    , Liantao Ma
  7. Learnable Prompt as Pseudo-Imputation: Rethinking the Necessity of Traditional EHR Data Imputation in Downstream Clinical Prediction
    SIGKDD 2025 ·
    Weibin Liao
    ,
    Yinghao Zhu
    ,
    Zhongji Zhang
    ,
    Yuhang Wang
    ,
    Zixiang Wang
    ,
    Xu Chu
    ,
    Yasha Wang
    , Liantao Ma
  8. Magical: Medical Lay Language Generation via Semantic Invariance and Layperson-tailored Adaptation
    NeurIPS 2025 ·
    Weibin Liao
    ,
    Tianlong Wang
    ,
    Yinghao Zhu
    ,
    Yasha Wang
    ,
    Junyi Gao
    , Liantao Ma
  9. MedAgentBoard: Benchmarking Multi-Agent Collaboration with Conventional Methods for Diverse Medical Tasks
    NeurIPS 2025 ·
    Yinghao Zhu
    ,
    Ziyi He
    ,
    Haoran Hu
    ,
    Xiaochen Zheng
    ,
    Xichen Zhang
    ,
    Jiyao Wang
    ,
    Junyi Gao
    , Liantao Ma,
    Lequan Yu
  10. Artificial Intelligence and Data Science for Healthcare: Bridging Data-Centric AI and People-Centric Healthcare
    SIGKDD 2024 ·
    Shenda Hong
    ,
    Daoxin Yin
    ,
    Gongzheng Tang
    ,
    Tianfan Fu
    , Liantao Ma,
    Junyi Gao
    ,
    Mengling Feng
    ,
    Mai Wang
    ,
    Yu Yang
    ,
    Fei Wang
    ,
    Hongfang Liu
    ,
    Luxia Zhang
  11. EMERGE: Enhancing Multimodal Electronic Health Records Predictive Modeling with Retrieval-Augmented Generation
    CIKM 2024 ·
    Yinghao Zhu
    ,
    Changyu Ren
    ,
    Zixiang Wang
    ,
    Xiaochen Zheng
    ,
    Shiyun Xie
    ,
    Junlan Feng
    ,
    Xi Zhu
    ,
    Zhoujun Li
    , Liantao Ma,
    Chengwei Pan
  12. PRISM: Mitigating EHR Data Sparsity via Learning from Missing Feature Calibrated Prototype Patient Representations
    CIKM 2024 ·
    Yinghao Zhu
    ,
    Zixiang Wang
    ,
    Long He
    ,
    Shiyun Xie
    ,
    Xiaochen Zheng
    , Liantao Ma,
    Chengwei Pan
  13. Temporal Domain Generalization via Learning Instance-level Evolving Patterns
    IJCAI 2024 ·
    Yujie Jin
    ,
    Zhibang Yang
    ,
    Xu Chu
    , Liantao Ma