A statistical sign-off protocol for audio compressors ensures worst-case answer preservation across query families in LALMs.
Model-aware rate-distortion limits for task-oriented source coding
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Adaptive transform coding for semantic feature compression, motivated by the conditional rate-distortion function of a Gaussian mixture model, outperforms or matches neural compression methods on vision backbone features while remaining flexible and interpretable.
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Task-Aware Answer Preservation under Audio Compression for Large Audio Language Models
A statistical sign-off protocol for audio compressors ensures worst-case answer preservation across query families in LALMs.
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Adaptive Transform Coding for Semantic Compression
Adaptive transform coding for semantic feature compression, motivated by the conditional rate-distortion function of a Gaussian mixture model, outperforms or matches neural compression methods on vision backbone features while remaining flexible and interpretable.