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#generative-audio News & Analysis

2 articles tagged with #generative-audio. AI-curated summaries with sentiment analysis and key takeaways from 50+ sources.

2 articles
AINeutralarXiv โ€“ CS AI ยท Mar 126/10
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Towards Robust Speech Deepfake Detection via Human-Inspired Reasoning

Researchers propose HIR-SDD, a new framework combining Large Audio Language Models with human-inspired reasoning to detect speech deepfakes. The method aims to improve generalization across different audio domains and provide interpretable explanations for deepfake detection decisions.

AINeutralarXiv โ€“ CS AI ยท Mar 175/10
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Evaluating Semantic Fragility in Text-to-Audio Generation Systems Under Controlled Prompt Perturbations

Researchers evaluated the semantic fragility of text-to-audio generation systems, finding that small changes in prompts can lead to substantial variations in generated audio output. While larger models like MusicGen-large showed better semantic consistency, all models exhibited persistent divergence in acoustic and temporal characteristics even when semantic similarity remained high.