Author

David M. Rosen

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#graph neural networks Preprint Aug 2026

Accelerating Mixed Discrete-Continuous Motion Planning via Neural Graphs of Convex Sets

This work replaces the costly convex relaxation step required by nominal GCS with a single forward pass through a Graph Attention Network that predicts a set of highly probable candidate paths through the graph, and generates a lightweight ranking network that orders these candidates by their estimated trajectory cost.

Ananya Trivedi, Sarvesh Prajapati, M. K. M. Jaffar et al. · 0 citations