publications

2026

1. MICCAI

   

   MARBLE: Lightweight EEG-to-fMRI Translation via Mamba-Attention and ROI-Conditioned Decoding

   E. Kim and J. K. Gahm

   In International Conference on Medical Image Computing and Computer-Assisted Intervention (MICCAI), Strasbourg, France, 2026

   Bib Code

   @inproceedings{kim2026marble,
     title = {MARBLE: Lightweight EEG-to-fMRI Translation via Mamba-Attention and ROI-Conditioned Decoding},
     author = {Kim, E. and Gahm, J. K.},
     booktitle = {International Conference on Medical Image Computing and Computer-Assisted Intervention (MICCAI)},
     location = {Strasbourg, France},
     year = {2026},
   }

2. IEEE Access

   

   HSST-EEG: A Hybrid State-Space and Transformer Architecture for EEG Decoding

   E. Kim and J. K. Gahm

   IEEE Access, May 2026

   DOI Bib Code

   @article{kim2026hsst,
     title = {HSST-EEG: A Hybrid State-Space and Transformer Architecture for EEG Decoding},
     author = {Kim, E. and Gahm, J. K.},
     journal = {IEEE Access},
     volume = {14},
     pages = {79188--79196},
     year = {2026},
     month = may,
     doi = {10.1109/ACCESS.2026.3695589},
     url = {https://doi.org/10.1109/ACCESS.2026.3695589},
     publisher = {IEEE},
   }

3. ISBI

   

   CGM-EEG: Cross-Gated Mamba for Spatio-Temporal EEG Representation Learning

   Emil Kim and J. K. Gahm

   In 2026 IEEE 23rd International Symposium on Biomedical Imaging (ISBI), London, United Kingdom. Oral presentation , Apr 2026

   DOI Bib Code

   @inproceedings{kim2026cgm,
     title = {CGM-EEG: Cross-Gated Mamba for Spatio-Temporal EEG Representation Learning},
     author = {Kim, Emil and Gahm, J. K.},
     booktitle = {2026 IEEE 23rd International Symposium on Biomedical Imaging (ISBI)},
     location = {London, United Kingdom},
     year = {2026},
     month = apr,
     doi = {10.1109/ISBI61048.2026.11515471},
     url = {https://doi.org/10.1109/ISBI61048.2026.11515471},
     publisher = {IEEE},
   }

4. KIISE

   Multi-Scale EEG Feature Extraction with Attention Mechanism for Seizure Detection

   Emil Kim, Y. Kenes, S. D. Tran, and 1 more author

   Journal of KIISE, 2026

   DOI Bib

   @article{kim2026kiise,
     title = {Multi-Scale EEG Feature Extraction with Attention Mechanism for Seizure Detection},
     author = {Kim, Emil and Kenes, Y. and Tran, S. D. and Gahm, J. K.},
     journal = {Journal of KIISE},
     volume = {53},
     number = {6},
     pages = {497--506},
     year = {2026},
     doi = {10.5626/JOK.2026.53.6.497},
     url = {https://doi.org/10.5626/JOK.2026.53.6.497},
   }