Rethinking the Practicality of Vision-language-action Model: A Comprehensive Benchmark and An Improved Baseline. - Wenxuan Song; Jiayi Chen; Xiaoquan Sun; Huashuo Lei; Yikai Qin; Wei Zhao; Pengxiang Ding; Han Zhao 008; Tongxin Wang; Pengxu Hou; Zhide Zhong; Haodong Yan; et al. (CoRR, 2026)

Fast-dVLA: Accelerating Discrete Diffusion VLA to Real-Time Performance. - Wenxuan Song; Jiayi Chen; Shuai Chen; Jingbo Wang; Pengxiang Ding; Han Zhao 008; Yikai Qin; Xinhu Zheng; Donglin Wang; Yan Wang; Haoang Li (CoRR, 2026)

The Second Challenge on Cross-Domain Few-Shot Object Detection at NTIRE 2026: Methods and Results. - Xingyu Qiu; Yuqian Fu; Jiawei Geng; Bin Ren; Jiancheng Pan; Zongwei Wu; Hao Tang 005; Yanwei Fu 001; Radu Timofte; Nicu Sebe; Mohamed Elhoseiny; Lingyi Hong; et al. (CoRR, 2026)

GiPL: Generative augmented iterative Pseudo-Labeling for Cross-Domain Few-Shot Object Detection. - Jiacong Liu; Shu Luo; Yikai Qin; Yaze Zhao; Yongwei Jiang; Yixiong Zou (CoRR, 2026)