y0news
AnalyticsDigestsSourcesTopicsRSSAICrypto

#automated-ml News & Analysis

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

2 articles
AINeutralarXiv – CS AI · 3d ago6/10
🧠

Structured Exploration and Exploitation of Label Functions for Automated Data Annotation

Researchers introduce EXPONA, an automated framework for generating label functions that improve weak label quality in machine learning datasets. The system balances exploration across surface, structural, and semantic levels with reliability filtering, achieving up to 98.9% label coverage and 46% downstream performance improvements across diverse classification tasks.

AINeutralarXiv – CS AI · Mar 24/106
🧠

Heterogeneous Multi-Agent Reinforcement Learning with Attention for Cooperative and Scalable Feature Transformation

Researchers propose a new multi-agent reinforcement learning framework that uses three cooperative agents with attention mechanisms to automate feature transformation for machine learning models. The approach addresses key limitations in existing automated feature engineering methods, including dynamic feature expansion instability and insufficient agent cooperation.