The International Conference on Machine Learning (ICML) 2026 has announced its awards, recognising two outstanding papers, five honorable mentions, two position papers and a Test of Time Award. Diffusion models dominated the top honours, while a decade-old reinforcement learning paper — one that quietly shaped how today’s large language models are trained ,was named the year’s most enduring contribution.