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DynamiGraph: A Specialized, Runtime-Aware FPGA Overlay for Ultra Low-Latency GNN Inference on Edge Devices

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Graph Neural Networks (GNNs) have become essential for analyzing graph-structured data, yet their deployment on resource-constrained edge devices is severely limited by high computational complexity and irregular memory access patterns. Here, we introduce Dyna... ...