Discriminative models & Multimodal Fusion

Publications

Uncovering Brain Morphology Patterns Associated with Higher-Level Gait Disorder via Deep Learning

Mogensen, Guarrasi et al. "An optimized ensemble search approach for classification of higher-level gait disorder using brain magnetic resonance images." Computers in Biology and Medicine 184 (2025): 109457.

Multimodal Learning for Atherosclerosis Assesment

Guarrasi, et al. "Beyond Unimodal Analysis: Multimodal Ensemble Learning for Atherosclerosis Assessment."  (manuscript in preparation)

Enhancing Discrimination in 3D CT Scans by Leveraging Long-Range Spatial Dependencies

Di Feola, De Maria, et al. "Hybrid CNN-MAMBA for emphysema classification in the SCAPIS cohort" (in submission to CBMS 2025).

Multimodal Learning for Robust Healthcare Predictions with Incomplete Data

Caruso, et al. "MARIA: a Multimodal Transformer Model for Incomplete Healthcare Data." arXiv preprint arXiv:2412.14810 (2024).