MADS: A Multiview Acoustic Descriptor Set Beyond Standard Spectral Summaries

arXiv:2609.00792 · cs.SD, cs.AI, eess.AS · Submitted 2026-09-01 · Read on arXiv

cs.SD, cs.AI, eess.AS

Submitted: 2026-09-01

Updated: 2026-09-01

Terminology

• Accuracy — 13× in this paper · explained in 1 episode
• Benchmark — 7× in this paper · explained in 2 episodes
• Consistency — 5× in this paper · explained in 3 episodes
• Transformer — 3× in this paper · explained in 2 episodes
• Making Sense of Sounds — 2× in this paper
• Feature Extraction — 1× in this paper · explained in 2 episodes
• Hybrid Architectures — 1× in this paper · explained in 3 episodes
• Interpretability — 1× in this paper · explained in 15 episodes
• Late Fusion — 1× in this paper · explained in 2 episodes
• PDE residual — 1× in this paper · explained in 2 episodes
• Tokenization — 1× in this paper · explained in 2 episodes

Sources

• AST: Audio Spectrogram Transformer
• BEATs: Audio Pre-Training with Acoustic Tokenizers
• CLAP: Learning Audio Concepts From Natural Language Supervision
• A Simple Fusion of Deep and Shallow Learning for Acoustic Scene Classification

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