MLLMs Hallucinate when Information Distribution Drifts in Synergy Heads
Meng’en Qin, Junye Chen, Jucheng Liu, Yinchen Liu, Youlu Xing, Song Wang, Ruize Han†
arXiv:2609.09206, 2026
Selected Publications
Training-Adaptive Convolutional Sparse Coding via Information Bottleneck for Robust Visual Representation
Meng’en Qin, Yinchen Liu, Mingxuan Cui, Youlu Xing†
arXiv:2609.19122, 2026
Adaptive Compressed Residual: Redundancy-Aware Mechanism for Compact Multimedia Representation Learning
Meng’en Qin*, Yu Song*, Jing Fang, Deyu Meng, Xiaohui Yang†, Lili Yang†
revision resubmitted to TMM, 2026
A3-FPN: Asymptotic Content-Aware Pyramid Attention Network for Dense Visual Prediction
Meng’en Qin, Yu Song, Quanling Zhao, Xiaodong Yang, Yingtao Che, Xiaohui Yang†
Pattern Recognition, 2026
In this work, we identify three critical issues (information loss, context-agnostic sampling and pattern inconsistency) in existing multi-scale feature frameworks and fusion operations; and propose the theoretically supported A\(^3\)-FPN to optimize multi-scale visual representation learning via the asymptotically disentangled design and content-aware attention modules.
Significance and Stability Analysis of Genotype-Environment Interaction using GxEStat
Meng’en Qin, Zhe Li, Hui Huang, Xihong Liu†
arXiv:2604.03337, 2026
StomaD²: An All-in-One System for Intelligent Stomatal Phenotype Analysis via Diffusion-Based Restoration Detection Network
Quanling Zhao*, Meng’en Qin*, Yanfeng Sun, Yuan Miao†, Xiaohui Yang†
arXiv:2604.18632, 2025
OS-MSWGBM: Intelligent Analysis of Organic Synthesis Based on Multiscale Subtraction Weighted Network and LightGBM
Lanfeng Wang*, Yanhui Guo*, Zelin Zhang, Meng’en Qin, Zixin Li, Xiaoli Sun, Xiaohui Yang†
MATCH Communications in Mathematical and in Computer Chemistry, 2025
OCS-TGBM: Intelligent Analysis of Organic Chemical Synthesis Based on Topological Data Analysis and LightGBM
Yanhui Guo*, Lichao Peng*, Zixin Li, Meng’en Qin, Xue Jiao, Yun Chai, and Xiaohui Yang†
MATCH Communications in Mathematical and in Computer Chemistry, 2024