Beyond Structural Unification: A Perspective and Roadmap on Unified Multimodal Models
A position paper outlining five layers of functional unification for multimodal understanding and generation: inputs, representations, reasoning, optimization, and evaluation.
Sep 30, 2026
Consistency Should Be the Priority for Unified Multimodal Models
A position paper on consistency across multimodal grounding, representations, reasoning, post-training, and evaluation.
Feb 3, 2026
A Comprehensive Survey of Evaluating Multimodal Foundation Models: Hierarchical Perspective and Extensive Applications
A survey of multimodal foundation model evaluation from a hierarchical perspective, covering a broad range of applications.
May 1, 2025