Table 11 Prototypical networks for few-shot learning.

From: Design of an integrated model with temporal graph attention and transformer-augmented RNNs for enhanced anomaly detection

Query instance

Distance to normal prototype

Distance to anomalous prototype

Classification

Instance 1

0.35

0.75

Normal

Instance 2

0.28

0.81

Normal

Instance 3

0.65

0.40

Anomalous

Instance 4

0.30

0.72

Normal

Instance 5

0.72

0.35

Anomalous