Publications

1. Jun-Yu Pan, Ruicheng Yin, Yansen Wang, Bao-Liang Lu, Dongsheng Li, and Wei-Long Zheng. “From Static Descriptions to State Dynamics: Multi-Scale Pretraining for EEG Transfer.” Under review, 2026.
2. Xin Xu^†, Jun-Yu Pan^†, Ruicheng Yin, Zilong Wang, Dongqi Han, Dongsheng Li, Bao-Liang Lu, Wei-Long Zheng, and Yansen Wang. “Think It Your Way: Toward Strategy-Open Brain–Computer Interaction.” Under review, 2026.
3. Jun-Yu Pan, Enze Zhang, Bao-Liang Lu, Wei-Long Zheng, Dongsheng Li, and Yansen Wang. “Visualizing the Invisible: Generative Visual Grounding Empowers Universal EEG Understanding in MLLMs.” Available on arXiv.
4. Jun-Yu Pan, Ruicheng Yin, Bao-Liang Lu, Wei-Long Zheng, Dongsheng Li, and Yansen Wang. “Which Data, Not How Much: Architecture-Dependent Data Selection for EEG Foundation Models.” Under review, 2026.
5. Ruicheng Yin, Jun-Yu Pan, Yansen Wang, Xiaoqing Zheng, and Dongsheng Li. “Discern, Then Combine: Probe-Guided Multi-Dataset Fine-Tuning for EEG Foundation Models.” Under review, 2026.
6. Jun-Yu Pan^†, Jing-Yi Liu^†, Bao-Liang Lu, and Wei-Long Zheng. “M4Lego: A Multi-Modal Pretraining Framework with Multi-Level Masking and Lego Blocks for Emotion Recognition During Gameplay.” Under review, 2026.
7. Jun-Yu Pan, Hao-Long Yin, and Wei-Long Zheng. “Double Domain Converter Transformer for Improving EEG-Based Emotion Recognition from Video to Game Scenarios.” IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), 2025.

† Equal contribution.