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home structured data for health structured data for health icml 2026 workshop july 11 hall d2 coex submission deadline 2 may 2026 aoe contact sd4h chairs gmail com home call for papers schedule prior years neurips 2025 iclr 2024 neurips 2022 camera ready deadline friday june 26 2026 aoe see camera ready instructions check out the poster instructions about sd4h structured data lies at the core of modern healthcare encompassing tabular electronic health records high frequency physiological time series and irregular clinical measurements collected over time together these modalities provide complementary yet fragmented views of an individual s health making holistic modeling both essential and challenging while recent advances in foundation models multimodal learning and large language models offer new opportunities to unify these data sources the health domain presents unique constraints including privacy interpretability irregular sampling and clinical deployment that remain largely underexplored our structured data 4 health workshop unites researchers across structured health data domains from tabular ehr to biosignals and irregular clinical measurements to address shared challenges through 1 unifying fragmented data modalities 2 bridging geographic and methodological divides and 3 fostering convergence via interactive formats by encouraging cross domain collaboration on holistic and deployable health data modeling we aim to bridge cutting edge machine learning with real world healthcare impact view our accepted papers speakers cecilia mascolo phd professor at cambridge james zou phd associate professor at stanford su in lee phd professor at uwashington sharanya a desai phd director of digital health algorithms at samsung research shenda hong phd assistant professor at peking university david q sun phd vp ai ml at eight sleep suchi saria phd associate professor at johns hopkins ceo of bayesian health organizers maxwell xu phd google research scientist hyewon jeong md mit phd student girish narayanswamy uwashington phd student wanting mao uiuc phd student sana tonekaboni phd mit harvard broad postdoc juncheng liu phd meta research scientist dongxia wu phd stanford postdoc patrick langer phd meta research scientist james m rehg phd uiuc professor sponsors gold level bronze level
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