notesum.ai

Published at November 6

Quantum Diffusion Models for Few-Shot Learning

cs.LG

cs.AI

Released Date: November 6, 2024

Authors: Ruhan Wang¹, Ye Wang¹, Jing Liu¹, Toshiaki Koike-Akino¹

Aff.: ¹Mitsubishi Electric Research Laboratories (MERL)

Arxiv: http://arxiv.org/abs/2411.04217v1

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Dataset	Tasks	QDiff-LGDI	QDiff-LGNAI	QDiff-LGGI	QMLP	C14	OPTIC	Quantumnat
Digits	2w-01s	$0.975_{\pm 0.059}$	$0.978_{\pm 0.003}$	$0.992_{\pm 0.009}$	$0.764_{\pm 0.108}$	$0.505_{\pm 0.175}$	$0.525_{\pm 0.133}$	$0.751_{\pm 0.147}$
	2w-10s	$0.983_{\pm 0.006}$	$0.997_{\pm 0.002}$	$0.984_{\pm 0.012}$	$0.892_{\pm 0.086}$	$0.627_{\pm 0.086}$	$0.886_{\pm 0.193}$	$0.722_{\pm 0.186}$
	3w-01s	$0.525_{\pm 0.001}$	$0.635_{\pm 0.007}$	$0.573_{\pm 0.069}$	$0.338_{\pm 0.087}$	$0.447_{\pm 0.193}$	$0.475_{\pm 0.021}$	$0.555_{\pm 0.013}$
	3w-10s	$0.857_{\pm 0.015}$	$0.801_{\pm 0.008}$	$0.632_{\pm 0.035}$	$0.355_{\pm 0.059}$	$0.481_{\pm 0.183}$	$0.698_{\pm 0.121}$	$0.687_{\pm 0.156}$
MNIST	2w-01s	$0.943_{\pm 0.002}$	$0.965_{\pm 0.003}$	$0.805_{\pm 0.093}$	$0.675_{\pm 0.067}$	$0.567_{\pm 0.064}$	$0.845_{\pm 0.149}$	$0.701_{\pm 0.162}$
	2w-10s	$0.953_{\pm 0.011}$	$0.978_{\pm 0.005}$	$0.915_{\pm 0.079}$	$0.817_{\pm 0.048}$	$0.810_{\pm 0.152}$	$0.807_{\pm 0.173}$	$0.727_{\pm 0.151}$
	3w-01s	$0.475_{\pm 0.003}$	$0.505_{\pm 0.007}$	$0.428_{\pm 0.035}$	$0.325_{\pm 0.027}$	$0.503_{\pm 0.122}$	$0.477_{\pm 0.159}$	$0.501_{\pm 0.012}$
	3w-10s	$0.720_{\pm 0.016}$	$0.825_{\pm 0.008}$	$0.405_{\pm 0.022}$	$0.547_{\pm 0.085}$	$0.607_{\pm 0.142}$	$0.770_{\pm 0.191}$	$0.527_{\pm 0.078}$
Fashion	2w-01s	$0.738_{\pm 0.007}$	$0.768_{\pm 0.007}$	$0.898_{\pm 0.036}$	$0.688_{\pm 0.064}$	$0.581_{\pm 0.187}$	$0.765_{\pm 0.149}$	$0.583_{\pm 0.181}$
	2w-10s	$0.755_{\pm 0.020}$	$0.805_{\pm 0.002}$	$0.895_{\pm 0.066}$	$0.731_{\pm 0.035}$	$0.773_{\pm 0.099}$	$0.793_{\pm 0.157}$	$0.887_{\pm 0.129}$
	3w-01s	$0.453_{\pm 0.008}$	$0.433_{\pm 0.001}$	$0.483_{\pm 0.012}$	$0.331_{\pm 0.098}$	$0.332_{\pm 0.172}$	$0.473_{\pm 0.128}$	$0.622_{\pm 0.063}$
	3w-10s	$0.655_{\pm 0.018}$	$0.735_{\pm 0.004}$	$0.585_{\pm 0.025}$	$0.647_{\pm 0.015}$	$0.527_{\pm 0.173}$	$0.593_{\pm 0.139}$	$0.653_{\pm 0.032}$
Average		$0.754_{\pm 0.015}$	$0.795_{\pm 0.004}$	$0.719_{\pm 0.045}$	$0.574_{\pm 0.060}$	$0.546_{\pm 0.140}$	$0.678_{\pm 0.150}$	$0.666_{\pm 0.120}$