IFM conditions flow-matching velocity fields on patient history and planned treatments, using velocity-field Jacobian regularization to enforce signed, dose-bounded insulin-lowering and carbohydrate-raising effects on glucose in simulated UVA/Padova type 1 diabetes data.
The stationarity bias: Stratified stress-testing for time-series imputation in regulated dynamical systems.arXiv preprint arXiv:2602.15637, 2026
1 Pith paper cite this work. Polarity classification is still indexing.
1
Pith paper citing it
fields
cs.LG 1years
2026 1verdicts
UNVERDICTED 1representative citing papers
citing papers explorer
-
Interventional Flow Matching: Prospective Dose-Response Forecasting with Velocity-Field Jacobian Regularization
IFM conditions flow-matching velocity fields on patient history and planned treatments, using velocity-field Jacobian regularization to enforce signed, dose-bounded insulin-lowering and carbohydrate-raising effects on glucose in simulated UVA/Padova type 1 diabetes data.