Tingting Zhu
Associate Professor in AI for Digital Health
Develops machine learning for digital health, including causal graph neural networks and treatment effect estimation from health time series.
Tingting Zhu's lab at Oxford works on medical imaging & healthcare AI, graph learning and time series, anomaly & spatio-temporal data. 132 papers since 2023, 9 at top venues, mostly Knowledge-Based Systems and NPJ digital medicine. 13 PhD students and 1 master's student. 26 alumni. Applications close .
At a glance
- papers, 2023–2026
- 34/ year
- at T1 venues
- 7%
- PhD students
- 13
- MS students
- 1
- alumni listed
- 26
Papers by yearfrom the lab homepage, 2023–2026
- 4 papers2026 · T1 0 · collecting
- 33 papers2025 · T1 4
- 52 papers2024 · T1 3
- 43 papers2023 · T1 2
T1 venuesOtherVenues: Knowledge-Based Systems, NPJ digital medicine, AAAI, AISTATS, JAMIA
Research focuspaper titles that use each topic's words
- Medical imaging & healthcare AI20 papers
- Graph learning18 papers
- Time series, anomaly & spatio-temporal data13 papers
- health12 papers
- treatment8 papers
Paper list
From the lab homepage.
20264 papers
- npj Digital MedicineBridging data gaps of rare conditions in ICU: a multi-disease adaptation approach for clinical prediction (opens in a new tab)
- Nature Biomedical EngineeringCausal graph neural networks for healthcare (opens in a new tab)
- communications medicineFoundation models enable wearable signal screening for cardiovascular disease among people living with HIV (opens in a new tab)
- MethodsInterpretable multimodal machine learning model for predicting health risks of patients with heart failure (opens in a new tab)
202533 papers
- COLLOIDS AND SURFACES B-BIOINTERFACESA hyaluronic acid-based dissolving microneedle patch loaded with 5-aminolevulinic acid for improved oral leukoplakia treatment (opens in a new tab)
- A Scholarly Journal of Informatics in Health and BiomedicineA perspective on individualized treatment effects estimation from time-series health data (opens in a new tab)
- AAAI (T1)AnchorInv: few-shot class-incremental learning of physiological signals via feature space-guided inversion (opens in a new tab)
- ADVANCED OPTICAL MATERIALSBio-Inspired Multifunctional Smart Windows: Surface Wrinkle-Crack for Dynamic Optical and Wettability Modulations (opens in a new tab)
- INTERNATIONAL UROLOGY AND NEPHROLOGYComposite dietary antioxidant index is associated with renal anemia: a cross-sectional study (opens in a new tab)
- Value in HealthDecision analytic models to assess the cost-effectiveness of prevention, detection and treatment in multiple long-term conditions: A scoping review (opens in a new tab)
- ANIMAL FEED SCIENCE AND TECHNOLOGYDietary cholesterol promotes the growth of mud crabs, Scylla paramamosain by regulating cholesterol metabolism, enhancing ecdysteroid synthesis and molting cascade response (opens in a new tab)
- NeurIPS (T1)DoseSurv: Predicting Personalized Survival Outcomes under Continuous-Valued Treatments (opens in a new tab)
- SCIENCE CHINA-CHEMISTRYDramatical enhancement of circular dichroism in chiral hybrid perovskites via carboxylic hydrogen bond engineering (opens in a new tab)
- SMALL BUSINESS ECONOMICSEntrepreneurial teams and gender roles: evidence from equity crowdfunding achievement (opens in a new tab)
- Communications EngineeringExplainability in the age of large language models for healthcare (opens in a new tab)
- Scientific ReportsExplainable machine learning for predicting ICU mortality in myocardial infarction patients using pseudo-dynamic data (opens in a new tab)
202452 papers
- Lancet Digital HealthA scalable federated learning solution for secondary care using low-cost microcomputing: privacy-preserving development and evaluation of a COVID-19 screening test in UK hospitals (opens in a new tab)
- IEEE Reviews in Biomedical EngineeringA survey of few-shot learning for biomedical time series (opens in a new tab)
- ACM Computing SurveysA survey of generative adversarial networks for synthesizing structured electronic health records (opens in a new tab)
- JMIR Human FactorsAcceptance and user experiences of a wearable device for the management of hospitalized patients in COVID-19–designated wards in Ho Chi Minh City, Vietnam: action learning project (opens in a new tab)
- FRONTIERS IN PHYSICSAir quality prediction based on quantum activation function optimized hybrid quantum classical neural network (opens in a new tab)
- VETERINARY JOURNALAn HFD negatively influences both joint and liver health in rabbits with and without an enzymatically-induced model of arthritis (opens in a new tab)
- Proceedings of Machine Learning ResearchAre Time Series Foundation Models Ready for Vital Sign Forecasting in Healthcare?
- IEEE Journal of Biomedical and Health InformaticsBenchmarking Large Language Models in Evidence-Based Medicine (opens in a new tab)
- FRONTIERS IN CARDIOVASCULAR MEDICINEBidirectional two-sample Mendelian randomization study of atrial fibrillation and breast cancer (opens in a new tab)
- FISH PHYSIOLOGY AND BIOCHEMISTRYCharacterizing and identifying of miRNAs involved in berberine modulating glucose metabolism of <i>Megalobrama amblycephala</i> (opens in a new tab)
- Scientific ReportsClinical evaluation of AI-assisted muscle ultrasound for monitoring muscle wasting in ICU patients (opens in a new tab)
- Journal of Healthcare Informatics ResearchCliqueFluxNet: Unveiling EHR Insights with Stochastic Edge Fluxing and Maximal Clique Utilisation Using Graph Neural Networks (opens in a new tab)
202343 papers
- ENBENGA framework for motor function characterization in autism spectrum disorder (opens in a new tab)
- NPJ digital medicineA medical multimodal large language model for future pandemics. (opens in a new tab)
- IGARSS - IEEE INTERNATIONAL GEOSCIENCE AND REMOTE SENSING SYMPOSIUMACTIVE AND PASSIVE MICROWAVE DATA FUSION BASED SEA ICE CONCENTRATION ESTIMATION (opens in a new tab)
- AISTATS (T1)Adversarial de-confounding in individualised treatment effects estimation
- FRONTIERS IN CARDIOVASCULAR MEDICINEAltered serum metabolome associated with vascular calcification developed from CKD and the critical pathways (opens in a new tab)
- Colloids and surfaces. B, BiointerfacesApplications of photothermally mediated nanohybrids for white spot lesions in orthodontics. (opens in a new tab)
- Colloids and surfaces. B, BiointerfacesBetamethasone-loaded dissolvable microneedle patch for oral ulcer treatment. (opens in a new tab)
- Diagnostic and Prognostic ResearchBLOod Test Trend for cancEr Detection (BLOTTED): protocol for an observational and prediction model development study using English primary care electronic health record data (opens in a new tab)
- Critical CareClinical benefit of AI-assisted lung ultrasound in a resource-limited intensive care unit (opens in a new tab)
- TransplantationClinical decision support systems used in transplantation: are they tools for success or an unnecessary gadget? A systematic review (opens in a new tab)
- AQUACULTURE REPORTSDietary arachidonic acid supplementation promotes the growth, steroidogenesis and ovarian development in mud crab Scylla paramamosain (opens in a new tab)
- AQUACULTUREDietary inositol improved glucose and lipid metabolism mediated by the Insulin-PI3K-Akt signaling pathway in Pacific white shrimp (Litopenaeus vannamei) (opens in a new tab)
Where alumni went26 listed
Apply to Oxford2027-28
DPhil in Computer Science
- Round
- 2027-28 entry (January round)
- Opens
- —
- GRE
- See program page
- English
- See program page
- Fee
- See program page
Not yet confirmed for this intake.
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