Veterinary Biological and Research Institute

Leakage-aware hybrid tabular deep learning with target-provenance auditing for calorie-expenditure prediction and constrained exercise food recommendation

Abstract Personalised exercise planning depends on calorie expenditure estimates derived from valid predictors. Published tabular recommenders rarely scrutinise the provenance of their outcome variable. We propose a leakage-aware, audit-first framework that combines hybrid tabula...