y0news
AnalyticsDigestsSourcesTopicsRSSAICrypto

#linear-regression News & Analysis

3 articles tagged with #linear-regression. AI-curated summaries with sentiment analysis and key takeaways from 50+ sources.

3 articles
AINeutralarXiv โ€“ CS AI ยท Feb 275/105
๐Ÿง 

Scaling Laws for Precision in High-Dimensional Linear Regression

Researchers developed theoretical scaling laws for low-precision AI model training, analyzing how quantization affects model performance in high-dimensional linear regression. The study reveals that multiplicative and additive quantization schemes have distinct effects on effective model size, with multiplicative maintaining full precision while additive reduces it.

AINeutralarXiv โ€“ CS AI ยท Mar 34/104
๐Ÿง 

Scaling Laws of SignSGD in Linear Regression: When Does It Outperform SGD?

Researchers analyzed scaling laws for signSGD optimization in machine learning, comparing it to standard SGD under a power-law random features model. The study identifies unique effects in signSGD that can lead to steeper compute-optimal scaling laws than SGD in noise-dominant regimes.