Dynamic and Heterogeneous Audio Benchmark
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DHAuDS: A Dynamic and Heterogeneous Audio Benchmark for Test-Time Adaptation
arXiv:2511.18421v2 Announce Type: replace Abstract: Existing Test-time Adaptation (TTA) studies rely heavily on static and homogeneous corruption protocols, such as ImageNet-C and CIFAR-10-C/100-C, leading to inconsistent evaluation settings and potentially inflated robustness estimates that are compared with real-world situations. TTA lacks a standardized evaluation infrastructure capable of modeling realistic heterogeneous acoustic degradation.