notesum.ai

Published at November 19

Transformer Neural Processes -- Kernel Regression

cs.AI

stat.ML

Released Date: November 19, 2024

Authors: Daniel Jenson, Jhonathan Navott, Mengyan Zhang, Makkunda Sharma, Elizaveta Semenova¹, Seth Flaxman²

Aff.: ¹Imperial College London; ²University of Oxford

Arxiv: http://arxiv.org/abs/2411.12502v1

Refer to caption

Model	NLL
NP	$-0.716\pm 0.007$
CNP	$-0.776\pm 0.006$
ANP	$-0.865\pm 0.021$
CANP	$-0.855\pm 0.010$
TNP-D	$\mathbf{-1.189\pm 0.007}$
TNP-KR-Fast	$-1.049\pm 0.006$
TNP-KR-Full	$\mathbf{-1.172\pm 0.006}$