Unverified50% confidenceFactExact time
The paper's proposed ZIP-SR method retains zero in the second-moment codebook and performs the probability computation for stochastic rounding in the preconditioner space.
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50%
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Long-term
Relevance
10/13/2026
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Related Claims
UnverifiedIn Naive Bayes, logarithmic probability space must be used to avoid underflow caused by multiplying together small probability values.71% similarUnverifiedBased on Markov random product bounds, the paper provides conditional moment contraction results for RETD under a constant step size.67% similarUnverifiedThe paper's proposed ZE-EDEN method uses a second-moment codebook that excludes zero and rescales the quantized second-moment blocks to mitigate the preconditioner distortion caused by the positive quantization lower bound.65% similarUnverifiedIn zero-shot classification, the scores of all candidates sum to 1; the fewer the candidates, the larger the probability space available to each, so the threshold parameter needs to be calibrated individually based on the specific number of categories.65% similarUnverifiedStochastic rounding chooses between two adjacent reconstruction levels with probability proportional to the fractional part, is unbiased in expectation, and is widely used in low-bit quantization to mitigate accumulated bias.64% similar
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