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Warmup strategies can drastically alter the perceived benefits of online adaptation, with variations leading to performance shifts of nearly 19 percentage points.
Event-based graph neural networks running on FPGAs can outperform spiking neural networks in audio classification by up to 19.3% while using fewer resources and slashing latency.
