most citedGraph Coordinates and Conventional Neural Networks -- An Alternative for Graph Neural Networks

4 citations · 4 across the 3 of their papers we have counts for

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cs.LG2025

Synthetic Data Generation for Minimum-Exposure Navigation in a Time-Varying Environment using Generative AI Models

Nachiket U. Bapat, Randy C. Paffenroth, Raghvendra V. Cowlagi

We study the problem of synthetic generation of samples of environmental features for autonomous vehicle navigation. These features are described by a spatiotemporally varying scal…

cs.LG2023★ 4 cited

Graph Coordinates and Conventional Neural Networks -- An Alternative for Graph Neural Networks

Zheyi Qin, Randy Paffenroth, Anura P. Jayasumana

Graph-based data present unique challenges and opportunities for machine learning. Graph Neural Networks (GNNs), and especially those algorithms that capture graph topology through…