The authors provide the first systematic benchmark of traditional ML, DNN, Transformer, state-space, and multimodal models for machine-generated music detection, augmented with XAI analysis, and report ResNet18 as the strongest performer on in-domain and out-of-domain tests.
Grad-cam: Visual explanations from deep networks via gradient-based localization,
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Explainable Detection of Machine Generated Music and Early Systematic Evaluation
The authors provide the first systematic benchmark of traditional ML, DNN, Transformer, state-space, and multimodal models for machine-generated music detection, augmented with XAI analysis, and report ResNet18 as the strongest performer on in-domain and out-of-domain tests.