notesum.ai

Published at December 4

Path-Guided Particle-based Sampling

cs.LG

cs.AI

stat.ML

Released Date: December 4, 2024

Authors: Mingzhou Fan¹, Ruida Zhou, Chao Tian, Xiaoning Qian

Aff.: ¹Texas A&M University, USA

Arxiv: http://arxiv.org/pdf/2412.03312v1

Refer to caption

	Expected Calibration Error (ECE) $\downarrow$				Accuracy (ACC) $\uparrow$
	PGPS	SVGD	SGLD	PFG	PGPS	SVGD	SGLD	PFG
SONAR	$0.2517\pm 0.057$	${0.1712}\pm 0.020$	$0.3394\pm 0.049$	$\textbf{0.1678}\pm 0.050$	$\textbf{0.7981}\pm 0.023$	$0.7962\pm 0.016$	$0.7942\pm 0.024$	$0.7673\pm 0.033$
WINEWHITE	$\textbf{0.0750}\pm 0.011$	$0.0988\pm 0.012$	${0.0935}\pm 0.024$	$0.0876\pm 0.018$	$0.4520\pm 0.010$	$0.4520\pm 0.010$	$\textbf{0.4831}\pm 0.049$	$0.4520\pm 0.010$
WINERED	$\textbf{0.0366}\pm 0.005$	$0.0402\pm 0.004$	$0.0868\pm 0.029$	${0.0449}\pm 0.005$	$\textbf{0.5938}\pm 0.018$	$0.5770\pm 0.018$	$0.5107\pm 0.096$	$0.5723\pm 0.019$
AUSTRALIAN	${0.1703}\pm 0.066$	${0.1713}\pm 0.064$	$0.3517\pm 0.078$	$\textbf{0.1457}\pm 0.047$	$0.8620\pm 0.009$	$0.8626\pm 0.006$	$0.7362\pm 0.157$	$\textbf{0.8643}\pm 0.006$
HEART	$\textbf{0.4579}\pm 0.071$	$0.5117\pm 0.064$	$0.5110\pm 0.114$	$0.4887\pm 0.089$	$\textbf{0.2556}\pm 0.142$	$0.1801\pm 0.042$	$0.2384\pm 0.135$	$0.1762\pm 0.033$
GLASS	$\textbf{0.1142}\pm 0.008$	${0.1155}\pm 0.006$	$0.2157\pm 0.025$	$0.1289\pm 0.021$	$\textbf{0.5850}\pm 0.080$	$0.5383\pm 0.076$	$0.4561\pm 0.152$	$0.4505\pm 0.071$
COVERTYPE	$\textbf{0.0743}\pm 0.016$	${0.0950}\pm 0.012$	$0.1301\pm 0.038$	$0.0926\pm 0.078$	$\textbf{0.5899}\pm 0.095$	$0.4867\pm 0.006$	$0.5221\pm 0.084$	$0.5088\pm 0.053$