Author

H. Kumar

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Conference Open access Sep 2026

MedFiTRG: Jointly Learning Dynamic Temporal and Cross-Patient Graphs for Clinical Outcome Prediction

Integrating heterogeneous clinical modalities, structured electronic health records (EHRs), clinical text, and medical imaging is crucial for reliable clinical prediction, yet real-world data are often sparse and imbalanced. Furthermore, prior approaches treat temporal dynamics and inter-patient relationships in isolat...

Shivani Gupta, H. Kumar, Joydeep Chandra · Proceedings of the Thirty-Fi... · 0 citations

Review Open access Aug 2026

Seizure Onset Zone Localization in Drug-Resistant Epilepsy Using Self-Supervised Learning on Stereo-EEG

Accurate localization of the seizure onset zone (SOZ) is a central determinant of surgical outcome in drug-resistant focal epilepsy, yet identifying it from stereo-electroencephalography (SEEG) remains a slow, subjective visual task. We developed a self-supervised CNN--Transformer encoder (CSOPE-Net; Contrastive Seizur...

H. Kumar, D. Martínez, G. P et al. · medRxiv · 0 citations