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cs.LG2026
Temporal Variational Implicit Neural Representations
Batuhan Koyuncu, Rachael DeVries, Ole Winther +1
We introduce Temporal Variational Implicit Neural Representations (TV-INRs), a probabilistic framework for modeling irregular multivariate time series that enables efficient and ac…
cs.LG2025
Towards Self-Supervised Foundation Models for Critical Care Time Series
Katja Naasunnguaq Jagd, Rachael DeVries, Ole Winther
Domain-specific foundation models for healthcare have expanded rapidly in recent years, yet foundation models for critical care time series remain relatively underexplored due to t…
cs.LG2025
Bi-Axial Transformers: Addressing the Increasing Complexity of EHR Classification
Rachael DeVries, Casper Christensen, Marie Lisandra Zepeda Mendoza +1
Electronic Health Records (EHRs), the digital representation of a patient's medical history, are a valuable resource for epidemiological and clinical research. They are also becomi…