Guibo Luo

@inproceedings{gui2026BrainCOT,
  title = {{BrainCoT: A Multi-Task Zero-Shot Brain Signal Foundation Model with Neurometric-Anchored Chain-of-Thought Reasoning}},
  author = {Gui, Yiyu and Chen, MingZhi and Luo, Guibo and Yang, Yuchao},
  booktitle = {Proceedings of the 40th Annual Conference on Neural Information Processing Systems},
  publisher = {NeurIPS},
  year = {2026},
}

@inproceedings{fu-luo-2026-selar,
  title = {{SeLaR: Selective Latent Reasoning in Large Language Models}},
  author = {Fu, Renyu and Luo, Guibo},
  booktitle = {Proceedings of the 64th Annual Meeting of the Association for Computational Linguistics},
  year = {2026},
  month = jul,
  pages = {7073--7087},
  publisher = {Association for Computational Linguistics},
  address = {San Diego, California, United States},
  doi = {10.18653/v1/2026.acl-long.320},
}

@inproceedings{li-etal-2026-leash,
  title = {{LEASH: Adaptive Length Penalty and Reward Shaping for Efficient Large Reasoning Model}},
  author = {Li, Yanhao and Ma, Lu and Zhang, Jiaran and Tang, Lexiang and Zhang, Wentao and Luo, Guibo},
  booktitle = {Proceedings of the 64th Annual Meeting of the Association for Computational Linguistics},
  year = {2026},
  month = jul,
  pages = {2846--2856},
  publisher = {Association for Computational Linguistics},
  address = {San Diego, California, United States},
  doi = {10.18653/v1/2026.acl-long.129},
}

@inproceedings{gui2026legendlanguagealignedeegfoundationmodelwithflowmatching,
  title = {{LEGEND: A Language-Aligned EEG Foundation Model with Flow Matching Latent Denoising}},
  author = {Gui, Yiyu and Chen, MingZhi and Luo, Guibo},
  booktitle = {International Conference on Medical Image Computing and Computer-Assisted Intervention},
  year = {2026},
  month = sep,
}

@inproceedings{chen2026medtsttttesttimetrainingformedicaltimeseriesclassificat,
  title = {{MedTS-TTT: Test-Time Training for Medical Time Series Classification}},
  author = {Chen, Mingzhi and Gui, Yiyu and Luo, Guibo},
  booktitle = {International Conference on Medical Image Computing and Computer-Assisted Intervention},
  year = {2026},
  month = sep,
}

@article{chen2026languageguidedmultimodalfoundationmodelforzeroshotandmu,
  title = {{A Language-Guided Multimodal Foundation Model for Zero-Shot and Multi-Task Brain Signal Analysis}},
  author = {Chen, M. and Gui, Y. and Luo, Guibo and Yang, Y.},
  journal = {Advanced Intelligent Systems},
  year = {2026},
  month = sep,
  pages = {e70486},
}

@inproceedings{zhang2026dsfedmeddualscalefederatedmedicalimagesegmentationviamu,
  title = {{DSFedMed: Dual-Scale Federated Medical Image Segmentation via Mutual Distillation Between Foundation and Lightweight Models}},
  author = {Zhang, H. and Shen, Q. and Liu, Y. and Zhu, Y. and Luo, Guibo},
  booktitle = {Proceedings of the AAAI Conference on Artificial Intelligence},
  year = {2026},
  volume = {40},
  number = {15},
}

@inproceedings{liu2026featureawareoneshotfederatedlearningviahierarchicaltoke,
  title = {{Feature-aware one-shot federated learning via hierarchical token sequences}},
  author = {Liu, S. and Zhang, H. and Wang, X. and Zhu, Y. and Luo, Guibo},
  booktitle = {Proceedings of the AAAI Conference on Artificial Intelligence},
  year = {2026},
  volume = {40},
  number = {28},
}

@article{gui2026spotrspatiotemporalpoolingonetokenreconstructionforuniv,
  title = {{SPOTR: Spatio-temporal Pooling One-Token Reconstruction for Universal Physiological Signal Self-supervised Learning}},
  author = {Gui, Yiyu and Chen, Mingzhi and Zhu, Yuesheng and Luo, Guibo and Yang, Yuchao},
  journal = {International Joint Conference on Artificial Intelligence},
  year = {2026},
  archiveprefix = {arXiv},
}

@inproceedings{zhang2026fromlightweightclientmodelsfoundationmodeloneshotwithge,
  title = {{From Lightweight Client Models to a Foundation Model in One Shot with Generative Distillation for Medical Image Segmentation}},
  author = {Zhang, Hanwen and Shen, Qiaojin and Ma, Yufei and Li, Denghua and Pan, Yifan and Zhu, Yuesheng and Luo, Guibo},
  booktitle = {IEEE International Conference on Acoustics, Speech and Signal Processing},
  year = {2026},
}

@inproceedings{chen2026ssddbsemanticstructuraldualdrivepretrainingframeworkfor,
  title = {{SSDDB: A Semantic-Structural Dual-Drive Pretraining Framework for Brain Signals}},
  author = {Chen, Mingzhi and Gui, Yiyu and Luo, Guibo and Yang, Yuchao},
  booktitle = {IEEE International Conference on Acoustics, Speech and Signal Processing},
  year = {2026},
}

@inproceedings{bin2026attentiondistancenovelmetricfordirectedfuzzingwithlarge,
  title = {{Attention Distance: A Novel Metric for Directed Fuzzing with Large Language Models}},
  author = {Bin, W. and Yang, A. and Li, K. and Liu, A. and Li, H. and Luo, Guibo and Huang, W. and Zhuang, Y.},
  booktitle = {IEEE/ACM International Conference on Software Engineering},
  year = {2026},
}

@inproceedings{xie2025meddiffdataefficientdiffusionmodelfinetuningwithstructu,
  title = {{Meddiff-FT: Data-efficient diffusion model fine-tuning with structural guidance for controllable medical image synthesis}},
  author = {Xie, J. and Zhang, Z. and Weng, Z. and Zhu, Y. and Luo, Guibo},
  booktitle = {International Conference on Medical Image Computing and Computer-Assisted Intervention},
  year = {2025},
}

@article{zhang2025noniidmedicalimagesegmentationbasedcascadeddiffusionmod,
  title = {{Non-IID medical image segmentation based on cascaded diffusion model for diverse multi-center scenarios}},
  author = {Zhang, H. and Chen, M. and Liu, Y. and Luo, Guibo and Zhu, Y.},
  journal = {IEEE Journal of Biomedical and Health Informatics},
  year = {2025},
  month = mar,
  pages = {5042 - 5055},
  publisher = {IEEE},
}

@article{zhou2025federatedlearningformedicalimageclassificationcomprehen,
  title = {{Federated Learning for Medical Image Classification: A Comprehensive Benchmark}},
  author = {Zhou, Z. and Luo, Guibo and Chen, M. and Weng, Z. and Zhu, Y.},
  journal = {IEEE Journal of Biomedical and Health Informatics},
  year = {2025},
  month = nov,
  pages = {5339 - 5352},
  publisher = {IEEE},
}

@inproceedings{ma2025newoneshotfederatedlearningframeworkformedicalimagingcl,
  title = {{A new one-shot federated learning framework for medical imaging classification with feature-guided rectified flow and knowledge distillation}},
  author = {Ma, Y. and Zhang, H. and Yang, Q. and Luo, Guibo and Zhu, Y.},
  booktitle = {European Conference on Artificial Intelligence},
  year = {2025},
}

@inproceedings{li2025unravelingthemysterydefendingagainstjailbreakattacksvia,
  title = {{Unraveling the mystery: Defending against jailbreak attacks via unearthing real intention}},
  author = {Li, Y. and Chen, H. and Zhang, H. and Ge, Z. and Li, T. and Xu, S. and Luo, Guibo},
  booktitle = {Proceedings of the International Conference on Computational Linguistics},
  year = {2025},
}

@inproceedings{liu2024fedfmsexploringfederatedfoundationmodelsformedicalimage,
  title = {{Fedfms: Exploring federated foundation models for medical image segmentation}},
  author = {Liu, Yuxi and Luo, Guibo and Zhu, Yuesheng},
  booktitle = {International Conference on Medical Image Computing and Computer-Assisted Intervention},
  year = {2024},
}

@inproceedings{li2024adaifladaptiveimageforgerylocalizationviadynamicandimpo,
  title = {{Adaifl: Adaptive image forgery localization via a dynamic and importance-aware transformer network}},
  author = {Li, Y. and Cheng, F. and Yu, W. and Wang, G. and Luo, Guibo and Zhu, Y.},
  booktitle = {European Conference on Computer Vision},
  year = {2024},
  pages = {477--493},
}

@article{gui2024eegmambabidirectionalstatespacemodelwithmixtureexpertsf,
  title = {{EEGMamba: Bidirectional state space model with mixture of experts for EEG multi-task classification}},
  author = {Gui, Y. and Chen, M. Z. and Su, Y. and Luo, Guibo and Yang, Y.},
  journal = {arXiv preprint arXiv:2407.20254},
  year = {2024},
  archiveprefix = {arXiv},
}

@article{chen2024improvingeegclassificationthroughrandomlyreassemblingor,
  title = {{Improving EEG classification through randomly reassembling original and generated data with transformer-based diffusion models}},
  author = {Chen, M. and Gui, Y. and Su, Y. and Zhu, Y. and Luo, Guibo and Yang, Y.},
  journal = {arXiv preprint arXiv:2407.20253},
  year = {2024},
  archiveprefix = {arXiv},
}