MLEvolve: A Self-Evolving Framework for Automated Machine Learning Algorithm Discovery.

arXiv:2606.06473v2 Announce Type: replace Abstract: Large language model (LLM) agents are increasingly applied to long-horizon tasks such as scientific discovery and machine learning engineering (MLE), where sustained self-evolution becomes a key capability. H