Publications
Journal Articles
| . Layer-Wise Training of Graph Neural Networks With Self-Supervised Learning. IEEE Transactions on Neural Networks and Learning Systems,. 2025;. |
. Adaptive Fusion of LiDAR Features for 3D Object Detection in Autonomous Driving. Sensors. 2025;25(13).  (4.09 MB) |
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. Exploring Hyperfine Coupling in Molecular Qubits. Chemical Science. 2025;(16):11291 - 11303. (8.11 MB) |
| . Comparative Analysis and Interpretability of Survival Models for Melanoma Prognosis. Computers in Biology and Medicine. 2025;190. |
| . Neuroimaging-derived biological brain age and its associations with glial reactivity and synaptic dysfunction cerebrospinal fluid biomarkers. Molecular psychiatry. 2025;. |
Book Chapters & Books top
| . Breast Cancer Molecular Subtyping from H&E Whole Slide Images using Foundation Models and Transformers. In Artificial Intelligence and Imaging for Diagnostic and Treatment Challenges in Breast Care. Springer; 2025. |
| . Identifying brain ageing trajectories using variational autoencoders. In PRedictive Intelligence in MEdicine. Springer International Publishing; 2025. |
| . Interpreting Machine Learning Models for Survival Analysis: A Study of Cutaneous Melanoma Using the SEER Database. In Explainable Artificial Intelligence and Process Mining Applications for Healthcare,. Springer, Cham; 2024. |
| . MRI brain tumor segmentation and uncertainty estimation using 3D-UNet architectures. In Brainlesion: Glioma, Multiple Sclerosis, Stroke and Traumatic Brain Injuries. BrainLes 2020. Springer International Publishing; 2021. pp. 376-390. |
| . Unsupervised GRN Ensemble. In Sanguinetti G., Huynh-Thu V. (eds) Methods in Molecular Biology . New York, NY: Springer science, Humana Press; 2019. pp. 283-302. |
Conference Papers top
| . Anatomically Guided 3D Diffusion Models for Synthetic Prostate MRI Generation. In 5th Deep Generative Models Workshop - MICCAI 2025. In Press. |
| . Segmenting Invasive and In Situ Carcinoma in Breast WSIs with a Pretrained Histopathology Transformer. In 2nd Deep Breast Workshop on AI and Imaging for Diagnostic and Treatment Challenges in breast care - MICCAI2025. In Press. |
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. Multimodal data acquisition prototype for autonomous driving in adverse weather conditions. In XIV Reunión OptoElectrónica (OPTOEL 2025). Terrassa, Spain: OPTOEL; 2025. (745.34 KB) |
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. Multimodal AI for Atypical Hyperplasia Diagnosis: A Comparative Study of CNNs, GNNs, and Hybrid Models. In 21st European Congress on Digital Pathology. Barcelona: The European Society of Digital and Integrative Pathology; 2025. (592.84 KB) |
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. Unsupervised Domain Adaptation for Cell Detection Across Histopathological Stains. In 21st European Congress on Digital Pathology. Barcelona: The European Society of Digital and Integrative Pathology; 2025. (601.11 KB) |
Theses top
| . From pixels to graphs: cell-based digital pathology image analysis. . Signal Theory and Communications. 2025. |
| . Implementation of personalized medicine in malignant melanoma patients aided by artificial intelligence. . Signal Theory and Communications. 2024. |
| . Biological brain-age prediction using Machine Learning on neuroimaging data: Links with pathophysiological mechanisms, dementia risk factors and cognitive decline. . Department of Experimental and Health Sciences (DCEXS), Universitat Pompeu Fabra. 2024. |
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. Hyper-Representations: Learning from Populations of Neural Networks. . University of St. Gallen. 2024. (18.12 MB) |
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. Knowledge graph population from news streams. . Signal Theory and Communications. [Barcelona, Catalonia]: Universitat Politècnica de Catalunya; 2023. (6.07 MB) |
Other top
| . A method, system and computer programs to automatically transform an image. European Patent Office. 2022. | Patent |
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. Sign Language Translation based on Transformers for the How2Sign Dataset. . 2022 . (1.56 MB) |
Report |
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. Multimodal 3D Hand Pose Enhancement for Sign Language. . 2022 . (1.2 MB) |
Report |
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. Sign-Language Translation with Pseudo-Glosses. 2022. (7.51 MB) |
Ms Thesis |
| . Topic Detection from Sign Language Videos. . 2022. | Ms Thesis |