notesum.ai

Published at November 26

Joint Combinatorial Node Selection and Resource Allocations in the Lightning Network using Attention-based Reinforcement Learning

cs.LG

q-fin.CP

I.2.6; I.2.8

Released Date: November 26, 2024

Authors: Mahdi Salahshour¹, Amirahmad Shafiee¹, Mojtaba Tefagh¹

Aff.: ¹Unknown

Arxiv: http://arxiv.org/abs/2411.17353v1

Refer to caption

Model		Nodes - Channels
\cdashline2-4
	50-5	100-10	200-15
Transformer-Node-Selector	0.6467	0.7789	0.7854
GNN+Transformer	0.2596	0.5359	0.3786
GNN	0.6483	0.5022	0.4245
MLP	0.1448	0.0764	0.0499
\hdashlineRandom	0.2138	0.2597	0.2162
Bottom-k-Betweenness	0.5053	0.6445	0.7338
Top-k-Betweenness	0.1441	0.1700	0.1492
Bottom-k-Degree	0.5446	0.6734	0.7472
Top-k-Degree	0.1149	0.1257	0.1097
Transformer	0.6798	0.8081	0.8171