Author

Ningning Pan

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Preprint Sep 2026

LiteCASS: A Lightweight End-to-End Network for Real-Time Stereo Cinematic Audio Source Separation

Cinematic audio source separation (CASS) decomposes a soundtrack into dialogue, music, and sound-effects (SFX) stems. Existing CASS methods, however, suffer from two critical limitations: they rely on heavily parameterized network architectures and GPU-class hardware, limiting their use in real-time and resource-constr...

Yuan-Xin Guo, Qiang Ji, Meng Liu et al. · 0 citations

Preprint Sep 2026

Graph Attention Design Choices Matter: A Controlled Study of LoRA-Adapted Audio Anti-Spoofing

Audio anti-spoofing systems increasingly combine self-supervised learning, parameter-efficient fine-tuning, and graph-attention-based backends. However, performance gains in such systems are often entangled with concurrent changes in the backbone, fine-tuning strategy, and training protocol, making the independent cont...

Hao-Yu Wang, Jing Yang, Chen-Yu Liu et al. · 0 citations