Simone Scardapane | Ricerc@Sapienza

Publications

Title	Published on	Year
Drop edges and adapt. A fairness enforcing fine-tuning for graph neural networks	NEURAL NETWORKS	2023
ICML 2023 topological deep learning challenge. Design and results	Proceedings of Machine Learning Research	2023
EGG-GAE: scalable graph neural networks for tabular data imputation	International Conference on Artificial Intelligence and Statistics, 25-27 April 2023, Palau de Congressos, Valencia, Spain	2023
Continual Barlow Twins: Continual Self-Supervised Learning for Remote Sensing Semantic Segmentation		2023
GeoMultiTaskNet: remote sensing unsupervised domain adaptation using geographical coordinates		2023
Explainability in subgraphs-enhanced Graph Neural Networks		2023
Probabilistic Load Forecasting With Reservoir Computing	IEEE ACCESS	2023
Continual Self-Supervised Learning in Earth Observation with Embedding Regularization	IGARSS 2023 - 2023 IEEE International Geoscience and Remote Sensing Symposium	2023
Tracin in Semantic Segmentation of Tumor Brains in MRI, an Extended Approach	Proceedings of the 2nd AIxIA Workshop on Artificial Intelligence For Healthcare (HC@AIxIA 2023)	2023
Combining Stochastic Explainers and Subgraph Neural Networks can Increase Expressivity and Interpretability	ESANN 2023- Proceedings, European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning	2023
Self-supervised learning for medieval handwriting identification. A case study from the Vatican Apostolic Library	INFORMATION PROCESSING & MANAGEMENT	2022
A probabilistic re-intepretation of confidence scores in multi-exit models	ENTROPY	2022
Handwriting Declines With Human Aging: A Machine Learning Study	FRONTIERS IN AGING NEUROSCIENCE	2022
Pixle: a fast and effective black-box attack based on rearranging pixels	2022 International Joint Conference on Neural Networks (IJCNN)	2022
Multi-site Forecasting of Energy Time Series with Spatio-Temporal Graph Neural Networks	Proceedings of the International Joint Conference on Neural Networks	2022
A New Class of Efficient Adaptive Filters for Online Nonlinear Modeling	IEEE TRANSACTIONS ON SYSTEMS, MAN, AND CYBERNETICS. SYSTEMS	2022
Re-identification of objects from aerial photos with hybrid siamese neural networks	IEEE TRANSACTIONS ON INDUSTRIAL INFORMATICS	2022
A Meta-Learning Approach for Training Explainable Graph Neural Networks	IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS	2022
Evaluating Adversarial Attacks and Defences in Infrared Deep Learning Monitoring Systems	2022 International Joint Conference on Neural Networks (IJCNN)	2022
Engagement Detection with Multi-Task Training in E-Learning Environments	ICIAP 2022: Image Analysis and Processing – ICIAP 2022	2022

ERC

PE6_7
PE6_11

KET

Big data & computing

Interessi di ricerca

Keywords

machine learning

deep learning

Graph algorithms

Gruppi di ricerca

ISPAMM - Intelligent Signal Processing and MulitiMedia