BibTeX

@inproceedings{wang2026lecdrive,
  title={Think Densely, Act Sparsely: Latent Expert Cognitive Chains for Vision-Language-Action Autonomous Driving},
  author={Wang, Jie and Li, Guang and Huang, Zhijian and Li, Jinlong and Dang, Chenxu and Ye, Hangjun and Han, Yahong and Chen, Long},
  booktitle={Advances in Neural Information Processing Systems (NeurIPS)},
  year={2026}
}

@inproceedings{lu2026onevl,
  title={OneVL: One-Step Latent Reasoning and Planning with Vision-Language Explanation},
  author={Lu, Jinghui and Guan, Jiayi and Huang, Zhijian and Li, Jinlong and Li, Guang and Kong, Lingdong and Li, Yingyan and Wang, Han and Xu, Shaoqing and Luo, Yuechen and Li, Fang and Dang, Chenxu and Wang, Junli and Xu, Tao and Wu, Jing and Wu, Jianhua and Hao, Xiaoshuai and Zhang, Wen and Jiang, Tianyi and Zhang, Lingfeng and Zhou, Lei and Tang, Yingbo and Wang, Jie and Gao, Yinfeng and Bu, Xizhou and Tian, Haochen and Qiu, Yihang and Jia, Feiyang and Liu, Lin and Ge, Yigu and Li, Hanbing and Shen, Yuannan and Cui, Jianwei and Xie, Hongwei and Wang, Bing and Sun, Haiyang and Zhao, Jingwei and Huang, Jiahui and Liu, Pei and Zhu, Zeyu and Jiang, Yuncheng and Guo, Zibin and Gong, Chuhong and Leng, Hanchao and Ma, Kun and Wang, Naiyan and Chen, Guang and Yang, Kuiyuan and Ye, Hangjun and Chen, Long},
  booktitle={Advances in Neural Information Processing Systems (NeurIPS)},
  year={2026}
}

@article{zhao2026stablest,
  title={Towards Stable Source-Free Domain Adaptive Semantic Segmentation},
  author={Zhao, Dong and Zang, Qi and Pu, Nan and Li, Jinlong and Wang, Shuang and Sebe, Nicu and Zhong, Zhun},
  journal={International Journal of Computer Vision},
  volume={134},
  number={7},
  pages={344},
  year={2026},
  doi={10.1007/s11263-026-02929-6}
}

@inproceedings{li2026aot,
  title={Token Reduction via Local and Global Contexts Optimization for Efficient Video Large Language Models},
  author={Li, Jinlong and Jiang, Liyuan and Zhang, Haonan and Sebe, Nicu},
  booktitle={Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)},
  year={2026}
}

@article{zhang2026cmcc,
  title={When Video Compression Meets Multimodal Large Language Models: A Unified Paradigm for Cross-Modality Video Compression},
  author={Zhang, Pingping and Li, Jinlong and Chen, Kecheng and Wang, Meng and Xu, Long and Li, Haoliang and Sebe, Nicu and Kwong, Sam and Wang, Shiqi},
  journal={IEEE Signal Processing Letters},
  volume={33},
  pages={1716--1720},
  year={2026},
  doi={10.1109/LSP.2026.3673193}
}

@inproceedings{li2025cuao3d,
  title={Cross-Modal and Uncertainty-Aware Agglomeration for Open-Vocabulary 3D Scene Understanding},
  author={Li, Jinlong and Saltori, Cristiano and Poiesi, Fabio and Sebe, Nicu},
  booktitle={Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)},
  pages={19390--19400},
  year={2025},
  doi={10.1109/CVPR52734.2025.01806}
}

@inproceedings{zhao2025fishertune,
  title={FisherTune: Fisher-Guided Robust Tuning of Vision Foundation Models for Domain Generalized Segmentation},
  author={Zhao, Dong and Li, Jinlong and Wang, Shuang and Wu, Mengyao and Zang, Qi and Sebe, Nicu and Zhong, Zhun},
  booktitle={Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)},
  pages={15043--15054},
  year={2025},
  doi={10.1109/CVPR52734.2025.01401}
}

@inproceedings{liu2024less,
  title={LESS: Label-Efficient and Single-Stage Referring 3D Segmentation},
  author={Liu, Xuexun and Xu, Xiaoxu and Li, Jinlong and Zhang, Qiudan and Wang, Xu and Sebe, Nicu and Ma, Lin},
  booktitle={Advances in Neural Information Processing Systems (NeurIPS)},
  year={2024}
}

@inproceedings{zang2024rkp,
  title={Generalized Source-Free Domain-adaptive Segmentation via Reliable Knowledge Propagation},
  author={Zang, Qi and Wang, Shuang and Zhao, Dong and Hu, Yang and Quan, Dou and Li, Jinlong and Sebe, Nicu and Zhong, Zhun},
  booktitle={Proceedings of the 32nd ACM International Conference on Multimedia (ACM MM)},
  pages={5967--5976},
  year={2024},
  doi={10.1145/3664647.3680567}
}

@inproceedings{xu2024vlg,
  title={3D Weakly Supervised Semantic Segmentation with 2D Vision-Language Guidance},
  author={Xu, Xiaoxu and Yuan, Yitian and Li, Jinlong and Zhang, Qiudan and Jie, Zequn and Ma, Lin and Tang, Hao and Sebe, Nicu and Wang, Xu},
  booktitle={European Conference on Computer Vision (ECCV)},
  pages={87--104},
  year={2024},
  doi={10.1007/978-3-031-73464-9_6}
}

@article{li2023ssdl,
  title={Weakly Supervised Semantic Segmentation via Self-Supervised Destruction Learning},
  author={Li, Jinlong and Jie, Zequn and Wang, Xu and Zhou, Yu and Ma, Lin and Jiang, Jianmin},
  journal={Neurocomputing},
  volume={561},
  pages={126821},
  year={2023},
  doi={10.1016/j.neucom.2023.126821}
}

@inproceedings{li2022esol,
  title={Expansion and Shrinkage of Localization for Weakly-Supervised Semantic Segmentation},
  author={Li, Jinlong and Jie, Zequn and Wang, Xu and Wei, Xiaolin and Ma, Lin},
  booktitle={Advances in Neural Information Processing Systems (NeurIPS)},
  year={2022}
}

@article{li2023ppl,
  title={Weakly Supervised Semantic Segmentation via Progressive Patch Learning},
  author={Li, Jinlong and Jie, Zequn and Wang, Xu and Zhou, Yu and Wei, Xiaolin and Ma, Lin},
  journal={IEEE Transactions on Multimedia},
  volume={25},
  pages={1686--1699},
  year={2023},
  doi={10.1109/TMM.2022.3152388}
}

@article{zhang2026mllmsurvey,
  title={A Survey on Post-Training of Multimodal Large Language Models},
  author={Zhang, Haonan and Zeng, Pengpeng and Cao, Libin and Lai, Wenrui and Li, Jinlong and Peng, Duo and Bin, Yi and Wang, Xuanhan and Zhang, Ji and Song, Jingkuan and Sebe, Nicu and Wu, Yuchuan and Li, Yongbin and Shen, Heng Tao and Ye, Jieping},
  journal={Preprints},
  year={2026},
  doi={10.20944/preprints202607.1494.v2}
}

@article{xu2025plgr,
  title={3D Weakly Supervised Semantic Segmentation via Class-Aware and Geometry-Guided Pseudo-Label Refinement},
  author={Xu, Xiaoxu and Liu, Xuexun and Li, Jinlong and Yuan, Yitian and Zhang, Qiudan and Ma, Lin and Sebe, Nicu and Wang, Xu},
  journal={arXiv preprint arXiv:2510.17875},
  year={2025}
}

@article{li2025orpk,
  title={Orthogonal Projection Subspace to Aggregate Online Prior-knowledge for Continual Test-time Adaptation},
  author={Li, Jinlong and Zhao, Dong and Zang, Qi and Jie, Zequn and Ma, Lin and Sebe, Nicu},
  journal={arXiv preprint arXiv:2506.19022},
  year={2025}
}

@article{li2024orthsr,
  title={Enhancing Robustness of Vision-Language Models through Orthogonality Learning and Self-Regularization},
  author={Li, Jinlong and Zhao, Dong and Jie, Zequn and Ricci, Elisa and Ma, Lin and Sebe, Nicu},
  journal={arXiv preprint arXiv:2407.08374},
  year={2024}
}