The International Conference on Machine Learning (ICML) 2026 is opening Monday in Seoul against a backdrop of record submissions, with agentic AI emerging as a dominant research focus this year. The conference is reportedly experiencing significant strain on its peer review process as submission volumes reach unprecedented levels. The gathering will showcase the latest developments in machine learning research while highlighting organizational challenges facing the field’s premier academic venue.