We reproduced a 2025 adverse-weather detection paper on AMD MI300X and measured its core mechanism: the "dynamic" router outputs near-uniform weights for every image (entropy 0.9998/1.0). It costs +41% latency for no mAP gain.We reproduced a 2025 adverse-weather detection paper on AMD MI300X and measured its core mechanism: the "dynamic" router outputs near-uniform weights for every image (entropy 0.9998/1.0). It costs +41% latency for no mAP gain. We reproduced a 2025 adverse-weather detection paper on AMD MI300X and measured its core mechanism: the "dynamic" router outputs near-uniform weights for every image (entropy 0.9998/1.0). It costs +41% latency for no mAP gain. We reproduced a 2025 adverse-weather detection paper on AMD MI300X and measured its core mechanism: the "dynamic" router outputs near-uniform weights for every image (entropy 0.9998/1.0). It costs +41% latency for no mAP gain.
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