A functional central limit theorem for kernel gradient flow and infinitesimal gradient boosting

arXiv:2606.25494 · math.PR, math.ST, stat.ML, stat.TH · Submitted 2026-06-24 · Read on arXiv

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math.PR, math.ST, stat.ML, stat.TH

Submitted: 2026-06-24

Updated: 2026-09-29

License: http://arxiv.org/licenses/nonexclusive-distrib/1.0/

Terminology

Gradient Flow — 25× in this paper · explained in 2 episodes
Hilbert Space — 13× in this paper · explained in 2 episodes
Reproducing Kernel Hilbert Space — 6× in this paper
Consistency — 5× in this paper · explained in 3 episodes
Composition — 3× in this paper · explained in 2 episodes
Hyperparameters — 3× in this paper · explained in 2 episodes
Loss Function — 3× in this paper · explained in 2 episodes
Reproducing Kernel Hilbert Space (RKHS) — 3× in this paper · explained in 7 episodes
Clarity — 2× in this paper · explained in 3 episodes
XGBoost — 2× in this paper · explained in 3 episodes
Editor — 1× in this paper · explained in 2 episodes
Monotonicity — 1× in this paper · explained in 2 episodes
Ordinary Differential Equations (ODEs) — 1× in this paper · explained in 2 episodes