Publications

Publications

1. 

   Deformation-based In-Context Learning for Point Cloud Understanding

   Chengxing Lin, Jinhong Deng, Yinjie Lei, Wen Li

   CVPR 2026 First author PDF

2. 

   Resource-Efficient Masked Autoencoding Framework for 3D Representation Learning

   Jian Zhu, Jiale Zhao, Chengxing Lin, Luan Lyu, Ruichu Cai, Xiaohua Ren, Enhua Wu

   Neural Networks, 2026 Corresponding author

3. 

   PatchMixing Masked Autoencoders for 3D Point Cloud Self-Supervised Learning

   Chengxing Lin, Wenju Xu, Jian Zhu, Yongwei Nie, Ruichu Cai, Xuemiao Xu

   IEEE TCSVT, 2024 First author

Manuscripts

1. TETRIS: Self-Supervised Task Representation Learning for Point In-Context Learning

   submitting

2. NavTTT: Adaptive Parametric Memory via Hierarchical Test-Time Training for Vision-and-Language Navigation

   submitting

3. GuidedNav: Shaping Vision-Language Navigation Representations through Pre-Action Attention and Spatial Guidance

   submitting