The 2026 International Conference on Machine Learning and Large-scale Models (ICMLM 2026) will be held from March 20 to 22, 2026, in Qingdao, China. ICMLM 2026 aims to establish a multidisciplinary and cross-domain communication platform to promote the deep integration of theoretical research and engineering practice, fostering innovative development and widespread application of large-scale model technologies. The conference welcomes high-quality paper submissions from academia, industry, and research institutions to collectively discuss future trends and challenges in machine learning and large-scale models, jointly ushering in a new era of intelligent technology. Through keynote speeches, oral presentations, and poster sessions, the conference provides participants with opportunities to learn about cutting-edge developments, deepen professional exchanges, and initiate collaborations. We look forward to enthusiastic submissions and participation from experts and scholars in both academia and industry to advance progress and development in the relevant fields.