3 papers
cs.DS2025
Accept More, Reject Less: Reducing up to 19% Unnecessary Desk-Rejections over 11 Years of ICLR Data
Xiaoyu Li, Zhao Song, Jiahao Zhang
The explosive growth of AI research has driven paper submissions at flagship AI conferences to unprecedented levels, necessitating many venues in 2025 (e.g., CVPR, ICCV, KDD, AAAI,…
cs.LG2025
Universal Approximation of Visual Autoregressive Transformers
Yifang Chen, Xiaoyu Li, Yingyu Liang +2
We investigate the fundamental limits of transformer-based foundation models, extending our analysis to include Visual Autoregressive (VAR) transformers. VAR represents a big step…
stat.ML2025
Circuit Complexity Bounds for Visual Autoregressive Model
Yekun Ke, Xiaoyu Li, Yingyu Liang +2
Understanding the expressive ability of a specific model is essential for grasping its capacity limitations. Recently, several studies have established circuit complexity bounds fo…