Quartet II
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Related Articles from SNS
Quartet II: Accurate LLM Pre-Training in NVFP4 by Improved Unbiased Gradient Estimation
arXiv:2601.22813v2 Announce Type: replace Abstract: The NVFP4 lower-precision format, supported in hardware by NVIDIA Blackwell GPUs, promises to allow, for the first time, end-to-end fully-quantized pre-training of massive models such as LLMs. Yet, existing quantized training methods still sacrifice some of the representation capacity of this format in favor of more accurate unbiased quantized gradient estimation by stochastic rounding (SR), losing noticeable accuracy relative to standard...
Men's Way-Too-Early Top 25: Kansas, UNC in after d...
Between the first and second editions of the Way-Too-Early Top 25 -- the night of the national championship game and April 27 -- there was massive player movement. More than 2,700 players entered the transfer portal, more than 90 of the top 100 transfers committed quickly and another 60 players entered the NBA draft. But in the month since, things have quieted -- though they're not fully settled just yet.