y0news
AnalyticsDigestsSourcesTopicsRSSAICrypto

#coreset-selection News & Analysis

2 articles tagged with #coreset-selection. AI-curated summaries with sentiment analysis and key takeaways from 50+ sources.

2 articles
AIBullisharXiv – CS AI · Mar 47/103
🧠

FAST: Topology-Aware Frequency-Domain Distribution Matching for Coreset Selection

Researchers propose FAST, a new DNN-free framework for coreset selection that compresses large datasets into representative subsets for training deep neural networks. The method uses frequency-domain distribution matching and achieves 9.12% average accuracy improvement while reducing power consumption by 96.57% compared to existing methods.

AINeutralarXiv – CS AI · 6d ago6/10
🧠

GRACE: A Dynamic Coreset Selection Framework for Large Language Model Optimization

Researchers propose GRACE, a dynamic coreset selection framework that reduces LLM training costs by intelligently selecting representative dataset subsets. The method combines representation diversity with gradient-based metrics and uses k-NN graph propagation to adapt to evolving training dynamics, demonstrating improved efficiency across multiple benchmarks.