Ten papers, 2025–2026. 十篇论文，2025—2026。

@article{zhou2026gauge,
  title   = {Gauge-Equivariant Attention for Rotation-Stable 360$^\circ$ Scene Understanding},
  author  = {Zhou, Tianjian and Li, Yishan and Jiang, Jie and Zhang, Yifei},
  journal = {ACM Transactions on Graphics},
  volume  = {45},
  number  = {6},
  year    = {2026},
  note    = {Article 242},
  doi     = {10.1145/3842525}
}

@inproceedings{zhou2026daga,
  title     = {DAGA: Dynamic Attention-Guided Adaptation for Self-Supervised Vision Transformers},
  author    = {Zhou, Tianjian and Jiang, Jie and Li, Yishan and Zhang, Yifei},
  booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
  year      = {2026}
}

@article{zhou2026less,
  title   = {Less is More: Minimal Components for Contrastive Learning Delivering Superior Accuracy and Efficiency},
  author  = {Zhou, Tianjian and Li, Yishan and Zhan, Lixin and Jiang, Jie},
  journal = {IEEE Transactions on Neural Networks and Learning Systems},
  year    = {2026},
  doi     = {10.1109/TNNLS.2026.3726311}
}

@article{zhou2026semantic,
  title   = {Semantic-Guided Data Augmentation for Self-Supervised Visual Pattern Learning: Leveraging Foundation Model Priors},
  author  = {Zhou, Tianjian and Jiang, Jie and Li, Yishan and Zhan, Lixin and Qi, Rui and Bai, Liang},
  journal = {Pattern Recognition},
  volume  = {160},
  year    = {2026},
  doi     = {10.1016/j.patcog.2026.114822}
}

@article{zhou2026htnet,
  title   = {HTNet: A self-supervised heterogeneous triple network for multi-modal data},
  author  = {Zhou, Tianjian and Li, Yishan and Zhan, Lixin and Jiang, Jie},
  journal = {Neural Networks},
  volume  = {178},
  year    = {2026},
  doi     = {10.1016/j.neunet.2026.109313}
}

@inproceedings{zhou2026cmae,
  title     = {CMAE: Contrastive Manifold Autoencoder for Efficient Latent Diffusion},
  author    = {Zhou, Tianjian and Li, Yishan and Jiang, Jie and Bai, Liang and Zhang, Yifei},
  booktitle = {IEEE International Conference on Multimedia and Expo (ICME)},
  year      = {2026}
}

@inproceedings{zhan2026pslcr,
  title     = {P-SLCR: Unsupervised Point Cloud Semantic Segmentation via Prototypes Structure Learning and Consistent Reasoning},
  author    = {Zhan, Lixin and Jiang, Jie and Zhou, Tianjian and Du, Yukun and Zheng, Yan and Duan, Xuehu},
  booktitle = {AAAI Conference on Artificial Intelligence},
  year      = {2026}
}

@article{zhan2026bgcnet,
  title   = {BGC-Net: Bilateral Graph Convolutional Network for Weakly Supervised Semantic Segmentation of Large-Scale Point Clouds},
  author  = {Zhan, Lixin and Du, Yukun and Jiang, Jie and Wei, Yingmei and Zhou, Tianjian and Yang, Ziyuan},
  journal = {IEEE Transactions on Circuits and Systems for Video Technology},
  volume  = {36},
  number  = {3},
  year    = {2026}
}

@inproceedings{jiang2026tricm,
  title     = {TriCM-Net: Triple Cross-Modal Interaction for Infrared--Visible Abnormal Behavior Recognition},
  author    = {Jiang, Jie and Zhou, Tianjian and Li, Yishan},
  booktitle = {Chinese Conference on Pattern Recognition and Computer Vision (PRCV)},
  year      = {2026}
}

@article{zhan2025qpcr,
  title   = {QPCR: Weakly Supervised Semantic Segmentation of Large-Scale Point Cloud via Gradual Query Points Component Reasoning},
  author  = {Zhan, Lixin and Li, Wei and Jiang, Jie and Zhou, Tianjian and Wen, Chenglu and Wang, Cheng},
  journal = {IEEE Transactions on Geoscience and Remote Sensing},
  volume  = {63},
  year    = {2025}
}