Article
GGraph open-source GPU-accelerated graph library supports robot deployment and large-scale learning
arXiv cs.RO
The authors' team has released GGraph, an open-source GPU-accelerated graph library for robot deployment and large-scale learning. It supports real robots through ROS 2 interfaces and supports vectorized GPU policy training, with built-in support for tasks including 3D navigation, exploration, and loop-closure integration. In single-robot operation, graph updates take milliseconds; in large-scale training, it supports hundreds of parallel robots training graph-based exploration policies, reducing wall-clock training time by an order of magnitude.
Part of the event: GGraph Open-Source GPU-Accelerated Graph Library Supports Robot Deployment and Training
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