Auditing Dynamic Routing on AMD MI300X

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Created by team TARS on October 18, 2026
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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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