2 papers
cs.AI2026
OMEGA: Optimizing Machine Learning by Evaluating Generated Algorithms
Jeremy Nixon, Annika Singh
In order to automate AI research we introduce a full, end-to-end framework, OMEGA: Optimizing Machine learning by Evaluating Generated Algorithms, that starts at idea generation an…
cs.LG2024
Structure Learning via Mutual Information
Jeremy Nixon
This paper presents a novel approach to machine learning algorithm design based on information theory, specifically mutual information (MI). We propose a framework for learning and…