Ubiquitous Intelligent Computing in 10 Years VS Chinese Kungfu. - Liantao Ma; Yibo Wang; Junyi Ma; Yuanduo He; Zhaopeng Qiu; Zhengyang Qin; Yasha Wang (UIC/ATC/ScalCom, 2015)

PSAllocator: Multi-Task Allocation for Participatory Sensing with Sensing Capability Constraints. - Jiangtao Wang 001; Yasha Wang; Daqing Zhang 001; Feng Wang 040; Yuanduo He; Liantao Ma (CSCW, 2017)

MUSEFood: Multi-Sensor-Based Food Volume Estimation on Smartphones. - Junyi Gao; Weihao Tan; Liantao Ma; Yasha Wang; Wen Tang (SmartWorld/SCALCOM/UIC/ATC/CBDCom/IOP/SCI, 2019)

Correlating MSM's Mental Health with Usage Behaviors on MSM-Specific Social Applications. - Xin Gao; Chaohe Zhang; Liantao Ma; Yasha Wang; Jiangtao Wang 001; Daqing Zhang 001 (SmartWorld/SCALCOM/UIC/ATC/CBDCom/IOP/SCI, 2019)

Multi-Source Data Integration-Based Urban Road GPS Environment Friendliness Estimation. - Liantao Ma; Yasha Wang; Guangju Peng; Chaohe Zhang; Chao Chen 004; Junfeng Zhao 001; Jiangtao Wang 001 (SmartWorld/SCALCOM/UIC/ATC/CBDCom/IOP/SCI, 2019)

ConCare: Personalized Clinical Feature Embedding via Capturing the Healthcare Context. - Liantao Ma; Chaohe Zhang; Yasha Wang; Wenjie Ruan; Jiantao Wang; Wen Tang; Xinyu Ma; Xin Gao; Junyi Gao (CoRR, 2019)

AdaCare: Explainable Clinical Health Status Representation Learning via Scale-Adaptive Feature Extraction and Recalibration. - Liantao Ma; Junyi Gao; Yasha Wang; Chaohe Zhang; Jiangtao Wang 001; Wenjie Ruan; Wen Tang; Xin Gao; Xinyu Ma (AAAI, 2020)

ConCare: Personalized Clinical Feature Embedding via Capturing the Healthcare Context. - Liantao Ma; Chaohe Zhang; Yasha Wang; Wenjie Ruan; Jiangtao Wang 001; Wen Tang; Xinyu Ma; Xin Gao; Junyi Gao (AAAI, 2020)

CovidCare: Transferring Knowledge from Existing EMR to Emerging Epidemic for Interpretable Prognosis. - Liantao Ma; Xinyu Ma; Junyi Gao; Chaohe Zhang; Zhihao Yu; Xianfeng Jiao; Wenjie Ruan; Yasha Wang; Wen Tang; Jiangtao Wang 001 (CoRR, 2020)

Estimating Urban Road GPS Environment Friendliness with Bus Trajectories: A City-Scale Approach. - Liantao Ma; Chaohe Zhang; Yasha Wang; Guangju Peng; Chao Chen 004; Junfeng Zhao 001; Jiangtao Wang 001 (Sensors, 2020)

GRASP: Generic Framework for Health Status Representation Learning Based on Incorporating Knowledge from Similar Patients. - Chaohe Zhang; Xin Gao; Liantao Ma; Yasha Wang; Jiangtao Wang 001; Wen Tang (AAAI, 2021)

Distilling Knowledge from Publicly Available Online EMR Data to Emerging Epidemic for Prognosis. - Liantao Ma; Xinyu Ma; Junyi Gao; Xianfeng Jiao; Zhihao Yu; Chaohe Zhang; Wenjie Ruan; Yasha Wang; Wen Tang; Jiangtao Wang 001 (WWW, 2021)

M3Care: Learning with Missing Modalities in Multimodal Healthcare Data. - Chaohe Zhang; Xu Chu; Liantao Ma; Yinghao Zhu; Yasha Wang; Jiangtao Wang 001; Junfeng Zhao 001 (KDD, 2022)

MedFACT: Modeling Medical Feature Correlations in Patient Health Representation Learning via Feature Clustering. - Xinyu Ma; Xu Chu; Yasha Wang; Hailong Yu; Liantao Ma; Wen Tang; Junfeng Zhao 001 (CoRR, 2022)

A Comprehensive Benchmark for COVID-19 Predictive Modeling Using Electronic Health Records in Intensive Care: Choosing the Best Model for COVID-19 Prognosis. - Junyi Gao; Yinghao Zhu; Wenqing Wang; Yasha Wang; Wen Tang; Liantao Ma (CoRR, 2022)

M3Care: Learning with Missing Modalities in Multimodal Healthcare Data. - Chaohe Zhang; Xu Chu; Liantao Ma; Yinghao Zhu; Yasha Wang; Jiangtao Wang 001; Junfeng Zhao 001 (CoRR, 2022)

Fused Gromov-Wasserstein Graph Mixup for Graph-level Classifications. - Xinyu Ma; Xu Chu; Yasha Wang; Yang Lin; Junfeng Zhao 001; Liantao Ma; Wenwu Zhu 001 (NeurIPS, 2023)

Mortality Prediction with Adaptive Feature Importance Recalibration for Peritoneal Dialysis Patients: a deep-learning-based study on a real-world longitudinal follow-up dataset. - Liantao Ma; Chaohe Zhang; Junyi Gao; Xianfeng Jiao; Zhihao Yu; Xinyu Ma; Yasha Wang; Wen Tang; Xinju Zhao; Wenjie Ruan; Tao Wang (CoRR, 2023)

M3Fair: Mitigating Bias in Healthcare Data through Multi-Level and Multi-Sensitive-Attribute Reweighting Method. - Yinghao Zhu; Jingkun An; Enshen Zhou; Lu An; Junyi Gao; Hao Li; Haoran Feng; Bo Hou; Wen Tang; Chengwei Pan; Liantao Ma (CoRR, 2023)

Graph Interpolation via Fast Fused-Gromovization. - Xinyu Ma; Xu Chu; Yasha Wang; Yang Lin; Junfeng Zhao 001; Liantao Ma; Wenwu Zhu 001 (CoRR, 2023)

Leveraging Prototype Patient Representations with Feature-Missing-Aware Calibration to Mitigate EHR Data Sparsity. - Yinghao Zhu; Zixiang Wang; Long He; Shiyun Xie; Zixi Chen; Jingkun An; Liantao Ma; Chengwei Pan (CoRR, 2023)

A Transfer-Learning-Based Prognosis Prediction Paradigm that Bridges Data Distribution Shift across EMR Datasets. - Zhongji Zhang; Yuhang Wang; Yinghao Zhu; Xinyu Ma; Tianlong Wang; Chaohe Zhang; Yasha Wang; Liantao Ma (CoRR, 2023)

Learning the Dynamic Correlations and Mitigating Noise by Hierarchical Convolution for Long-term Sequence Forecasting. - Zhihao Yu; Liantao Ma; Yasha Wang; Junfeng Zhao 001 (CoRR, 2023)

Patient Health Representation Learning via Correlational Sparse Prior of Medical Features. - Xinyu Ma; Yasha Wang; Xu Chu; Liantao Ma; Wen Tang; Junfeng Zhao 001; Ye Yuan 001; Guoren Wang (IEEE Trans. Knowl. Data Eng., 2023)

Mortality prediction with adaptive feature importance recalibration for peritoneal dialysis patients. - Liantao Ma; Chaohe Zhang; Junyi Gao; Xianfeng Jiao; Zhihao Yu; Yinghao Zhu; Tianlong Wang; Xinyu Ma; Yasha Wang; Wen Tang; Xinju Zhao; Wenjie Ruan; et al. (Patterns, 2023)

EMERGE: Enhancing Multimodal Electronic Health Records Predictive Modeling with Retrieval-Augmented Generation. - Yinghao Zhu; Changyu Ren; Zixiang Wang; Xiaochen Zheng; Shiyun Xie; Junlan Feng; Xi Zhu; Zhoujun Li 001; Liantao Ma; Chengwei Pan (CIKM, 2024)

PRISM: Mitigating EHR Data Sparsity via Learning from Missing Feature Calibrated Prototype Patient Representations. - Yinghao Zhu; Zixiang Wang; Long He; Shiyun Xie; Xiaochen Zheng; Liantao Ma; Chengwei Pan (CIKM, 2024)

Predict and Interpret Health Risk Using Ehr Through Typical Patients. - Zhihao Yu; Chaohe Zhang; Yasha Wang; Wen Tang; Jiangtao Wang 001; Liantao Ma (ICASSP, 2024)

Temporal Domain Generalization via Learning Instance-level Evolving Patterns. - Yujie Jin; Zhibang Yang; Xu Chu; Liantao Ma (IJCAI, 2024)

Artificial Intelligence and Data Science for Healthcare: Bridging Data-Centric AI and People-Centric Healthcare. - Shenda Hong; Daoxin Yin; Gongzheng Tang; Tianfan Fu; Liantao Ma; Junyi Gao; Mengling Feng; Mai Wang; Yu Yang; Fei Wang 001; Hongfang Liu; Luxia Zhang (KDD, 2024)

Imputation with Inter-Series Information from Prototypes for Irregular Sampled Time Series. - Zhihao Yu; Xu Chu; Liantao Ma; Yasha Wang; Wenwu Zhu 001 (CoRR, 2024)

Learnable Prompt as Pseudo-Imputation: Reassessing the Necessity of Traditional EHR Data Imputation in Downstream Clinical Prediction. - Weibin Liao; Yinghao Zhu; Zixiang Wang; Xu Chu; Yasha Wang; Liantao Ma (CoRR, 2024)

Prompting Large Language Models for Zero-Shot Clinical Prediction with Structured Longitudinal Electronic Health Record Data. - Yinghao Zhu; Zixiang Wang; Junyi Gao; Yuning Tong; Jingkun An; Weibin Liao; Ewen M. Harrison; Liantao Ma; Chengwei Pan (CoRR, 2024)

LightM-UNet: Mamba Assists in Lightweight UNet for Medical Image Segmentation. - Weibin Liao; Yinghao Zhu; Xinyuan Wang 009; Chengwei Pan; Yasha Wang; Liantao Ma (CoRR, 2024)

EMERGE: Integrating RAG for Improved Multimodal EHR Predictive Modeling. - Yinghao Zhu; Changyu Ren; Zixiang Wang; Xiaochen Zheng; Shiyun Xie; Junlan Feng; Xi Zhu; Zhoujun Li 001; Liantao Ma; Chengwei Pan (CoRR, 2024)

Is larger always better? Evaluating and prompting large language models for non-generative medical tasks. - Yinghao Zhu; Junyi Gao; Zixiang Wang; Weibin Liao; Xiaochen Zheng; Lifang Liang; Yasha Wang; Chengwei Pan; Ewen M. Harrison; Liantao Ma (CoRR, 2024)

ColaCare: Enhancing Electronic Health Record Modeling through Large Language Model-Driven Multi-Agent Collaboration. - Zixiang Wang; Yinghao Zhu; Huiya Zhao; Xiaochen Zheng; Tianlong Wang; Wen Tang; Yasha Wang; Chengwei Pan; Ewen M. Harrison; Junyi Gao; Liantao Ma (CoRR, 2024)

A comprehensive benchmark for COVID-19 predictive modeling using electronic health records in intensive care. - Junyi Gao; Yinghao Zhu; Wenqing Wang; Zixiang Wang; Guiying Dong; Wen Tang; Hao Wang 035; Yasha Wang; Ewen M. Harrison; Liantao Ma (Patterns, 2024)

Learnable Prompt as Pseudo-Imputation: Rethinking the Necessity of Traditional EHR Data Imputation in Downstream Clinical Prediction. - Weibin Liao; Yinghao Zhu; Zhongji Zhang; Yuhang Wang; Zixiang Wang; Xu Chu; Yasha Wang; Liantao Ma (KDD (1), 2025)

Adaptive Activation Steering: A Tuning-Free LLM Truthfulness Improvement Method for Diverse Hallucinations Categories. - Tianlong Wang; Xianfeng Jiao; Yinghao Zhu; Zhongzhi Chen; Yifan He; Xu Chu; Junyi Gao; Yasha Wang; Liantao Ma (WWW, 2025)

ColaCare: Enhancing Electronic Health Record Modeling through Large Language Model-Driven Multi-Agent Collaboration. - 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 (WWW, 2025)

MedAgentBoard: Benchmarking Multi-Agent Collaboration with Conventional Methods for Diverse Medical Tasks. - Yinghao Zhu; Ziyi He; Haoran Hu; Xiaochen Zheng; Xichen Zhang; Zixiang Wang; Junyi Gao; Liantao Ma; Lequan Yu (CoRR, 2025)

HealthFlow: A Self-Evolving AI Agent with Meta Planning for Autonomous Healthcare Research. - Yinghao Zhu; Yifan Qi; Zixiang Wang; Lei Gu; Dehao Sui; Haoran Hu; Xichen Zhang; Ziyi He; Liantao Ma; Lequan Yu (CoRR, 2025)

ConfAgents: A Conformal-Guided Multi-Agent Framework for Cost-Efficient Medical Diagnosis. - Huiya Zhao; Yinghao Zhu; Zixiang Wang; Yasha Wang; Junyi Gao; Liantao Ma (CoRR, 2025)

Magical: Medical Lay Language Generation via Semantic Invariance and Layperson-tailored Adaptation. - Weibin Liao; Tianlong Wang; Yinghao Zhu; Yasha Wang; Junyi Gao; Liantao Ma (CoRR, 2025)

Toward Better EHR Reasoning in LLMs: Reinforcement Learning with Expert Attention Guidance. - Yue Fang; Yuxin Guo; Jiaran Gao; Hongxin Ding; Xinke Jiang; Weibin Liao; Yongxin Xu; Yinghao Zhu; Zhibang Yang; Liantao Ma; Junfeng Zhao 001; Yasha Wang (CoRR, 2025)