LTBM merges similar audio tokens under a temporal locality constraint and shows task-dependent advantages over global merging for captioning versus multiple-choice understanding tasks in experiments with Qwen2-Audio and Audio Flamingo 3.
Segmentwise pruning in audio-language models
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A survey of Large Audio Language Models that establishes a taxonomy of trustworthiness vulnerabilities and proposes a Defense-in-Depth roadmap for audio intelligence.
citing papers explorer
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Locality Matters for Training-Free Audio Token Compression in Audio-Language Models
LTBM merges similar audio tokens under a temporal locality constraint and shows task-dependent advantages over global merging for captioning versus multiple-choice understanding tasks in experiments with Qwen2-Audio and Audio Flamingo 3.
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A Survey of Large Audio Language Models: Generalization, Trustworthiness, and Outlook
A survey of Large Audio Language Models that establishes a taxonomy of trustworthiness vulnerabilities and proposes a Defense-in-Depth roadmap for audio intelligence.