Abstract: As numerous consumer electronics applications like smartphones and wearables generate lots of distributed data daily, consumers desire to safely and efficiently tackle private and isolated ...
The RAS library is an open-source implementation of Regional-Adaptive Sampling (RAS), a novel diffusion model sampling strategy that introduces regional variability in sampling steps. Unlike ...
Stratified random sampling - random samples are taken from within certain categories. Stratified systematic sampling - regular samples are taken from within certain categories.
LISA (Layerwise Importance Sampled AdamW) is an innovative approach aimed at optimizing memory efficiency during the fine-tuning of Large Language Models (LLMs). By leveraging the concept of ...