The 14th International Conference on Learning Representations (ICLR 2026) recently took place in Rio de Janeiro, Brazil. As one of the world's premier machine learning conferences, this year's event brought together leading global researchers to discuss cutting-edge topics including representation learning, foundational deep learning theories, large language model advancements, multimodal integration, reinforcement learning, and real-world industrial deployments. Faculty and students from the Zhejiang University-University of Illinois Urbana-Champaign Institute (ZJUI) made an impressive showing at the conference. A total of six papers led by ZJUI Professor Wang Hongwei, and Assistant Professors Wang Gaoang, Liu Zuozhu, Zhang Meng, and Hou Qingchun, were accepted for presentation and publication. The studies cover core ICLR research areas such as representation learning, optimization algorithms, and multimodal interaction, highlighting ZJUI's long-standing research excellence and growing global footprint in these fields.