technique

Conservative Drifting Method

techniqueactiveconservative-drifting-method-0f2d2e9c·1 events·first seen 26d ago

Aliases: Conservative Drifting Method

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deng2026drifting Laplace Kernel Kernel Density Estimator (KDE)Stein Drift

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Drifting Preference Optimization DRIFT self-anchored drift Stein Drift deng2026drifting Behavioral Trajectory Tracking Framework Extrapolative Weight Averaging Policy Gradient Methods label-shift assumption State-Conditioned Dynamic Steering randomized coordinate descent Conformal Decision Theory

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2arXiv · cs.AI·26d ago·source ↗

Finite-Particle Convergence Rates for Conservative and Non-Conservative Drifting Models

This paper proposes and analyzes a conservative drifting method for one-step generative modeling, replacing displacement-based velocity with a kernel density estimator (KDE)-gradient velocity. The authors prove continuous-time finite-particle convergence bounds and derive explicit rates depending on bandwidth and dimensionality.

Evaluation and Benchmarking deng2026drifting Laplace Kernel Kernel Density Estimator (KDE)+2 more