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Tsuyoshi Idé

2 accepted papers

2023

Direction Aware Positional and Structural Encoding for Directed Graph Neural Networks

ICASSP 2023accepted

We propose a novel method for computing joint 2-node structural representations for link prediction in directed graphs. Existing approaches can be grouped into two families. The first group of methods learn structural embeddings of individual nodes in the entire graph through a directed Graph Neural…

Cited by 0SourceScholar
2021

Anomaly Attribution with Likelihood Compensation

AAAI 2021technical

This paper addresses the task of explaining anomalous predictions of a black-box regression model. When using a black-box model, such as one to predict building energy consumption from many sensor measurements, we often have a situation where some observed samples may significantly deviate from thei…

Cited by 13SourcePDFScholar