IEEE

Transformer-Based Phase Space Graph Convolutional Network for Modulation Recognition

Abstract: Recent advances in deep learning-based signal re-representation methods have achieved significant breakthroughs in tasks like signal modulation recognition. In this paper, we propose a ...
IEEE

A Fault Diagnosis Model of Graph Causal Convolutional Network Driven by Multichannel Signal Fusion

Abstract: To address the challenges of feature extraction and complex signal fusion in the fault diagnosis of rotating machinery involving multichannel nonstationary time-varying signals, an ...
GitHub

equivstable_laplace_pos_encoder.py

"""Equivariant and Stable Laplace Positional Embedding node encoder. This encoder simply transforms the k-dim node LapPE to d-dim to be later used at the local GNN module as edge weights. empty_mask = ...
VentureBeat

Pinterest Labs created a graph convolutional network for better Pin recommendations

Join our daily and weekly newsletters for the latest updates and exclusive content on industry-leading AI coverage. Learn More Pinterest today shared details about how it created PinSage, a graph ...