Preprint Open access
Tracing Inputs, Verifying Outputs: Validating Attribution in Music Generation
How can we verify whose music contributed to an AI-generated output? This paper demonstrates how input-based attribution can provide verifiable evidence of which audio sources were used in a generation and whether they shaped the output. To do so, we condition the generation solely on audio without any text input, then …