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Statistical Inference and Quality Measures of KV Cache Quantisations Inspired by TurboQuant

arXiv cs.LG · yesterday Cached

This paper analyzes KV cache quantization schemes inspired by TurboQuant, using statistical inference and a new 6D error framework to evaluate quality measures like KL divergence and geometric error.

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#statistical-inference

Adaptive auditing of AI systems with anytime-valid guarantees

arXiv cs.AI · 2d ago Cached

This paper introduces a statistical framework for adaptively auditing AI systems using Safe Anytime-Valid Inference (SAVI) to draw rigorous conclusions with limited data. It proposes a 'testing by betting' approach to validate model robustness while controlling type-I errors during adaptive sampling.

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