📝 Publications

Mixture of Specialized Vision Experts: Unlocking Complementary Visual Insights for Faithful MLLM Reasoning

Yifei Gao, Liangliang You, Jiye Xie, Changwei Wang, Kexue Fu, Jingyi Liu, Rongtao Xu, Zhiqiang Kou, Haoran Xu, Longxiang Gao, Yu Zhang
European Conference on Computer Vision (ECCV), 2026. (CCF-B)

Adaptive Visual Autoregressive Acceleration via Dual-Linkage Entropy Analysis

Yu Zhang, Jingyi Liu†, Feng Liu, Duoqian Miao*, Qi Zhang, Kexue Fu, Changwei Wang, Longbing Cao
† Project Lead, * Corresponding Author
Forty-Third International Conference on Machine Learning (ICML), 2026. (CCF-A)

📄 Paper

Markovian Scale Prediction: A New Era of Visual Autoregressive Generation

Yu Zhang, Jingyi Liu†, Yiwei Shi, Qi Zhang, Duoqian Miao*, Changwei Wang, Longbing Cao
† Project Lead, * Corresponding Author
The IEEE/CVF Conference on Computer Vision and Pattern Recognition 2026(CVPR), 2026. (CCF-A)

📄 Paper 🍔 Project

Enhancing Quantization for Visual AutoRegressive Generation via Uncertainty Identification

Jingyi Liu, Guangyao Xiong, Shuxia Ren†, Ruoyang Gao, Linkun Yu, Kexue Fu
† Corresponding Author
2026 IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), 2026 (Oral).