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stat.ML2026
Jacobian-Velocity Bounds for Deployment Risk Under Covariate Drift
Jonathan R. Landers
We study long-horizon deployment of a frozen predictor under dynamic covariate shift. A time-domain Poincare inequality first reduces temporal risk volatility to derivative energy.…
stat.ML2025
Closed-Form Beta Distribution Estimation from Sparse Statistics with Random Forest Implicit Regularization
Jonathan R. Landers
This work advances distribution recovery from sparse data and ensemble classification through three main contributions. First, we introduce a closed-form estimator that reconstruct…