TZ
Tingting Zhu
cs.LGcs.AIMachine Learningeess.SPhealth informaticscs.CVDeep LearningElectrocardiographystat.MLWearable Electronic Devices
On Valency
published · living versionsW_eq74qz52·v1 · currentpublished
SemVideoSte: Agentic AI for Cross-Modal Semantic Video Steganography Communication
with Rui Meng, Song Gao, Zixun Tang, Jinke Ren +4
1 version
W_2m4cjw2n·v1published
Preprints & journals
146 papers in the corpus · 2013–2026When Is an SAE Feature Interpretable? A Validation Ladder for EEG Foundation Models2609.34091v1 · Yucong Cao, Chenqi Li, Tingting Zhu2026 · 0 citationsarXiv
ECG Mirage: Revealing and Mitigating the Underutilisation of ECGs in Vision-Language Models for Clinical Prediction2609.21755v1 · Jinning Liang, Mingcheng Zhu, Tingting Zhu2026 · 0 citationsarXiv
Rethinking Correctness for Uncertainty Estimation in Clinical Prediction with Vision-Language Models2609.15180v1 · Mingcheng Zhu, Jinning Liang, Tingting Zhu2026 · 0 citationsarXiv
RegimeFormer: A Large Protein Model of Global Perturbation Regimes2608.26586v1 · Siyuan Ma, Yi Chai, Yi Wu et al.2026 · 0 citationsarXivon Valency
Building a Global Research Network for Fair, Accountable, Interpretable, and Responsible AI in Emergency Care: Protocol for a FAIR-EC Study.42554297 · Hong, Chuan, Liew, Jonathan Chong Kai, Yu, Jaeyong et al.2026 · 0 citationsJMIR research protocols. 2026;15:e74202
Causal graph neural networks for healthcare.42567948 · Mesinovic, Munib, Buhlan, Max, Zhu, Tingting2026 · 2 citationsNature biomedical engineering. 2026;10(8):1536-1556
Attention guided fair artificial intelligence modeling for skin cancer diagnosis.42315906 · Zhu, Mingcheng, Liu, Mingxuan, Yuan, Han et al.2026 · 0 citationsNPJ digital medicine. 2026;9(1)
Why Not Hyperparameter-Friendly Optimisation? A Monotonic Adaptive Norm Rescaling Approach For Long-Tailed Recognition2606.02526v1 · Shuo Zhang, Chenqi Li, Tingting Zhu2026 · 0 citationsarXiv
ECG-WM: A Physiology-Informed ECG World Model for Clinical Intervention Simulation2605.17580v2 · Zhikang Chen, Yue Wang, Sen Cui et al.2026 · 0 citationsarXiv
From Token to Token Pair: Efficient Prompt Compression for Large Language Models in Clinical Prediction2605.11774v1 · Mingcheng Zhu, Zhiyao Luo, Yu Liu et al.2026 · 0 citationsarXiv
Towards Generation-Efficient Uncertainty Estimation in Large Language Models2605.06053v1 · Mingcheng Zhu, Yu Liu, Tingting Zhu2026 · 0 citationsarXiv
The Taxonomies, Training, and Applications of Event Stream Modelling for Electronic Health Records2603.14003v1 · Mingcheng Zhu, Yu Liu, Zhiyao Luo et al.2026 · 0 citationsarXiv
Standing on the Shoulders of Giants: Rethinking EEG Foundation Model Pretraining via Multi-Teacher Distillation2603.04478v1 · Chenqi Li, Yu Liu, Shuo Zhang et al.2026 · 0 citationsarXiv
Interpretable multimodal machine learning model for predicting health risks of patients with heart failure.41698516 · Chae, Rachel, Zhou, Jiandong, Chou, Oscar Hou In et al.2026 · 1 citationMethods (San Diego, Calif.). 2026;249:23-36
From Generative Engines to Actionable Simulators: The Imperative of Physical Grounding in World Models2601.15533v1 · Zhikang Chen, Tingting Zhu2026 · 0 citationsarXiv
Foundation models enable wearable signal screening for cardiovascular disease among people living with HIV.41545675 · Mesinovic, Munib, Bich, Hai Ho, Trieu, Ly Vo et al.2026 · 0 citationsCommunications medicine. 2026
Bridging data gaps of rare conditions in ICU: a multi-disease adaptation approach for clinical prediction.41484235 · Zhu, Mingcheng, Liu, Yu, Luo, Zhiyao et al.2026 · 1 citationNPJ digital medicine. 2026;9(1):7
DySurv: dynamic deep learning model for survival analysis with conditional variational inference.39569428 · Mesinovic, Munib, Watkinson, Peter, Zhu, Tingting2026 · 17 citationsJournal of the American Medical Informatics Association : JAMIA. 2026;33(1):112-122
A perspective on individualized treatment effects estimation from time-series health data.40036283 · Ghosheh, Ghadeer O, Gögl, Moritz, Zhu, Tingting2026 · 3 citationsJournal of the American Medical Informatics Association : JAMIA. 2026;33(1):234-241
From Coefficients to Directions: Rethinking Model Merging with Directional Alignment2512.00391v1 · Zhikang Chen, Sen Cui, Deheng Ye et al.2025 · 0 citationsarXiv
Attention-Guided Fair AI Modeling for Skin Cancer Diagnosis2511.21775v1 · Mingcheng Zhu, Mingxuan Liu, Han Yuan et al.2025 · 0 citationsarXiv
Merging without Forgetting: Continual Fusion of Task-Specific Models via Optimal Transport2511.19561v1 · Zecheng Pan, Zhikang Chen, Ding Li et al.2025 · 0 citationsarXiv
SurvBench: A Standardised Preprocessing Pipeline for Multi-Modal Electronic Health Record Survival Analysis2511.11935v2 · Munib Mesinovic, Tingting Zhu2025 · 0 citationsarXiv
Think Consistently, Reason Efficiently: Energy-Based Calibration for Implicit Chain-of-Thought2511.07124v1 · Zhikang Chen, Sen Cui, Deheng Ye et al.2025 · 0 citationsarXiv
Foundation model embeddings enable cardiovascular screening for people living with HIV in Vietnam using wearable signals10.1101/2025.10.11.25337800v1 · Mesinovic, M., Bich, H. H., Trieu, L. V. et al.2025 · 0 citationsmedRxiv
Cross-Representation Benchmarking in Time-Series Electronic Health Records for Clinical Outcome Prediction2510.09159v1 · Tianyi Chen, Mingcheng Zhu, Zhiyao Luo et al.2025 · 0 citationsarXiv
BioX-Bridge: Model Bridging for Unsupervised Cross-Modal Knowledge Transfer across Biosignals2510.02276v2 · Chenqi Li, Yu Liu, Timothy Denison et al.2025 · 0 citationsarXiv
Benchmarking Large Language Models in Evidence-Based Medicine.39437276 · Li, Jin, Deng, Yiyan, Sun, Qi et al.2025 · 35 citationsIEEE journal of biomedical and health informatics. 2025;29(9):6143-6156
ProtoEHR: Hierarchical Prototype Learning for EHR-based Healthcare Predictions2508.18313v1 · Zi Cai, Yu Liu, Zhiyao Luo et al.2025 · 1 citationarXiv
Are Large Language Models Dynamic Treatment Planners? An In Silico Study from a Prior Knowledge Injection Angle2508.04755v1 · Zhiyao Luo, Tingting Zhu2025 · 0 citationsarXiv
CogBench: A Large Language Model Benchmark for Multilingual Speech-Based Cognitive Impairment Assessment2508.03360v2 · Rui Feng, Zhiyao Luo, Wei Wang et al.2025 · 0 citationsarXiv
Explainable machine learning for predicting ICU mortality in myocardial infarction patients using pseudo-dynamic data.40739438 · Mesinovic, Munib, Watkinson, Peter, Zhu, Tingting2025 · 16 citationsScientific reports. 2025;15(1):27887
Cross-Subject Mind Decoding from Inaccurate Representations2507.19071v1 · Yangyang Xu, Bangzhen Liu, Wenqi Shao et al.2025 · 1 citationarXiv
Explainability in the age of large language models for healthcare.40676176 · Mesinovic, Munib, Watkinson, Peter, Zhu, Tingting2025 · 43 citationsCommunications engineering. 2025;4(1):128
Impact of Comorbidity and Drug Use Patterns on Recurrence and Mortality Risks in Primary Hepatocellular Carcinoma: A Chinese Cohort Network Analysis Study10.1101/2025.07.05.25330803v1 · Yang, B., Liu, J., Chou, O. H. I. et al.2025 · 1 citationmedRxiv
Regional Prevalence, Stage Distribution, and Temporal Trends of Cardiovascular-Kidney-Metabolic Syndrome in the Americas, Europe and Western Pacific: A Systematic Review and Meta-Analysis10.1101/2025.06.04.25328945v1 · Li, J., Lu, L., Zhang, Y. et al.2025 · 1 citationmedRxiv
Uncertainty-Inspired Multi-Task Learning in Arbitrary Scenarios of ECG Monitoring.40031551 · Wang, Xingyao, Gao, Hongxiang, Ma, Caiyun et al.2025 · 2 citationsIEEE journal of biomedical and health informatics. 2025;29(6):4046-4058
Identifying profiles, trajectories, burden, social and biological factors in 3.3 million individuals with multimorbidity in England10.1101/2025.05.24.25326850v1 · Liu, Y., Bankhead, C. R., Drakesmith, C. W. et al.2025 · 0 citationsmedRxiv
SurvUnc: A Meta-Model Based Uncertainty Quantification Framework for Survival Analysis2505.14803v2 · Yu Liu, Weiyao Tao, Tong Xia et al.2025 · 3 citationsarXiv
Towards deployment-centric multimodal AI beyond vision and language2504.03603v2 · Xianyuan Liu, Jiayang Zhang, Shuo Zhou et al.2025 · 9 citationsarXiv
DynaGraph: Interpretable Multi-Label Prediction from EHRs via Dynamic Graph Learning and Contrastive Augmentation2503.22257v1 · Munib Mesinovic, Soheila Molaei, Peter Watkinson et al.2025 · 0 citationsarXiv
Transformers and large language models are efficient feature extractors for electronic health record studies.40119150 · Yuan, Kevin, Yoon, Chang Ho, Gu, Qingze et al.2025 · 30 citationsCommunications medicine. 2025;5(1):83
A Survey of Few-Shot Learning for Biomedical Time Series.39504299 · Li, Chenqi, Denison, Timothy, Zhu, Tingting2025 · 20 citationsIEEE reviews in biomedical engineering. 2025;18:192-210
Machine learning and clinician predictions of antibiotic resistance in Enterobacterales bloodstream infections.39742978 · Yuan, Kevin, Luk, Augustine, Wei, Jia et al.2025 · 28 citationsThe Journal of infection. 2025;90(2):106388
AnchorInv: Few-Shot Class-Incremental Learning of Physiological Signals via Representation Space Guided Inversion2412.13714v1 · Chenqi Li, Boyan Gao, Gabriel Jones et al.2024 · 0 citationsarXiv
Machine learning to predict antibiotic susceptibility in Enterobacterales bloodstream infections compared to clinician prescribing10.1101/2024.10.02.24314776v1 · Yuan, K., Luk, A., Wei, J. et al.2024 · 0 citationsmedRxiv
AutoNet-Generated Deep Layer-Wise Convex Networks for ECG Classification.38512733 · Shen, Yanting, Lu, Lei, Zhu, Tingting et al.2024 · 8 citationsIEEE transactions on pattern analysis and machine intelligence. 2024;46(10):6542-6558
Temporal dynamics unleashed: Elevating variational graph attention.39474470 · Molaei, Soheila, Niknam, Ghazaleh, Ghosheh, Ghadeer O et al.2026 · 4 citationsKnowledge-based systems. 2024;299:None
Refined matrix completion for spectrum estimation of heart rate variability.39483092 · Lu, Lei, Zhu, Tingting, Tan, Ying et al.2024 · 0 citationsMathematical biosciences and engineering : MBE. 2024;21(8):6758-6782
CliqueFluxNet: Unveiling EHR Insights with Stochastic Edge Fluxing and Maximal Clique Utilisation Using Graph Neural Networks.39131103 · Molaei, Soheila, Bousejin, Nima Ghanbari, Ghosheh, Ghadeer O et al.2025 · 4 citationsJournal of healthcare informatics research. 2024;8(3):555-575
Career total: at least 231 works. 146 are in this corpus.Showing the 50 most recent.
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