notesum.ai

Published at October 18

On the Regularization of Learnable Embeddings for Time Series Processing

cs.LG

cs.AI

Released Date: October 18, 2024

Authors: Luca Butera¹, Giovanni De Felice², Andrea Cini¹, Cesare Alippi¹

Aff.: ¹IDSIA, Università della Svizzera Italiana; ²University of Liverpool

Arxiv: https://arxiv.org/abs/2410.14630v1

Refer to caption

Reg.	%impr.	Rank
L1	$0.58$	$4.6$
L2	$0.45$	$3.4$
Clust.	$0.67$	$4.0$
Drop.	$0.94$	$3.2$
Vari.	${\color[rgb]{0.8078,0.2745,0.2745}\mathbf{1.21}}$	${\color[rgb]{0.8078,0.2745,0.2745}\mathbf{2.0}}$
Forg.	$\mathbf{0.95}$	$\mathbf{3.0}$