Asymptotic anytime-valid confidence sequences are constructed for nondegenerate and degenerate U-statistics via Hoeffding projections and a new SAGE boundary for quadratic Gaussian chaos, attaining optimal time-uniform rates.
Sz´ ekely and Maria L
2 Pith papers cite this work. Polarity classification is still indexing.
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2026 2verdicts
UNVERDICTED 2representative citing papers
At 4-bit budget KQV wins on KL divergence, geometric K error and 6D distance with unconditional K-V asymmetry; QKQV wins geometrically at other budgets because the Jensen-amplified variance inflation from QJL on K does not bind.
citing papers explorer
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Asymptotic Anytime-Valid Inference for U-statistics
Asymptotic anytime-valid confidence sequences are constructed for nondegenerate and degenerate U-statistics via Hoeffding projections and a new SAGE boundary for quadratic Gaussian chaos, attaining optimal time-uniform rates.
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Statistical Inference and Quality Measures of KV Cache Quantisations Inspired by TurboQuant
At 4-bit budget KQV wins on KL divergence, geometric K error and 6D distance with unconditional K-V asymmetry; QKQV wins geometrically at other budgets because the Jensen-amplified variance inflation from QJL on K does not bind.