SPERDUTI, ALESSANDRO
SPERDUTI, ALESSANDRO
Dipartimento di Matematica "Tullio Levi-Civita" - DM
On the application of neural networks for structured domains to fMRI data
2026 Donghi, Giovanni; Pasa, Luca; De Filippo De Grazia, Michele; Testolin, Alberto; Zorzi, Marco; Sperduti, Alessandro; Navarin, Nicolò
D4: Distance Diffusion for a Truly Equivariant Molecular Design
2025 Cognolato, Samuel; Rigoni, Davide; Ballarini, Marco; Serafini, Luciano; Moro, Stefano; Sperduti, Alessandro
Enhancing door-to-door waste collection forecasting through ML
2025 Pasa, L.; Angelini, G.; Ballarin, M.; Fedrizzi, P.; Sperduti, A.
Exact Computation of Any-Order Shapley Interactions for Graph Neural Networks
2025 Muschalik, Maximilian; Fumagalli, Fabian; Frazzetto, Paolo; Strotherm, Janine; Hermes, Luca; Sperduti, Alessandro; Hüllermeier, Eyke; Hammer, Barbara
Graph Neural Networks for Candidate-Job Matching: An Inductive Learning Approach
2025 Frazzetto, Paolo; Haq, Muhammad Uzair Ul; Fabris, Flavia; Sperduti, Alessandro
RGCVAE: relational graph conditioned variational autoencoder for molecule design
2025 Rigoni, D.; Navarin, N.; Sperduti, A.
A Neural Rewriting System to Solve Algorithmic Problems
2024 Petruzzellis, F.; Testolin, A.; Sperduti, A.
A unified framework for backpropagation-free soft and hard gated graph neural networks
2024 Pasa, Luca; Navarin, Nicolo; Erb, Wolfgang; Sperduti, Alessandro
Assessing the Emergent Symbolic Reasoning Abilities of Llama Large Language Models
2024 Petruzzellis, F.; Testolin, A.; Sperduti, A.
Benchmarking GPT-4 on Algorithmic Problems: A Systematic Evaluation of Prompting Strategies
2024 Petruzzellis, F.; Testolin, A.; Sperduti, A.
Beyond the Additive Nodes' Convolutions: a Study on High-Order Multiplicative Integration
2024 Frazzetto, P.; Pasa, L.; Navarin, N.; Sperduti, A.
Empowering Simple Graph Convolutional Networks
2024 Pasa, L; Navarin, N; Erb, W; Sperduti, A
IFH: a diffusion framework for flexible design of graph generative models
2024 Cognolato, Samuel; Sperduti, Alessandro; Serafini, Luciano
Improving Soft Skill Extraction via Data Augmentation and Embedding Manipulation
2024 Ul Haq, Muhammad Uzair; Frazzetto, Paolo; Sperduti, Alessandro; Da San Martino, Giovanni
Investigating over-parameterized randomized graph networks
2024 Donghi, G.; Pasa, L.; Oneto, L.; Gallicchio, C.; Micheli, A.; Anguita, D.; Sperduti, A.; Navarin, N.
Object search by a concept-conditioned object detector
2024 Rigoni, D.; Serafini, L.; Sperduti, A.
Physics-Informed Graph Neural Cellular Automata: An Application to Compartmental Modelling
2024 Navarin, N.; Frazzetto, P.; Pasa, L.; Verzelli, P.; Visentin, F.; Sperduti, A.; Alippi, C.
Prompt-Based Data Augmentation Using Contrastive Learning Under Scarcity of Annotated Data
2024 UL HAQ, MUHAMMAD UZAIR; Rigoni, Davide; Sperduti, Alessandro
Relative Local Signal Strength: The Impact of Normalization on the Analysis of Neuroimaging Data with Deep Learning
2024 Donghi, G.; Pasa, L.; Testolin, A.; Zorzi, M.; Sperduti, A.; Navarin, N.
Towards the Application of Backpropagation-Free Graph Convolutional Networks on Huge Datasets
2024 Navarin, Nicolo; Pasa, Luca; Sperduti, Alessandro