MARS-Sep: Multimodal-Aligned Reinforced Sound Separation

Zihan Zhang, Xize Cheng, Zhennan Jiang +4

Universal sound separation faces a fundamental misalignment: models optimized for low-level signal metrics often produce semantically contaminated outputs, failing to suppress perc…