Melacci, Stefano

21 publications

IJCAI 2025 A Neuro-Symbolic Framework for Sequence Classification with Relational and Temporal Knowledge Luca Salvatore Lorello, Marco Lippi, Stefano Melacci

MLJ 2025 The KANDY Benchmark: Incremental Neuro-Symbolic Learning and Reasoning with Kandinsky Patterns Luca Salvatore Lorello, Marco Lippi, Stefano Melacci

CoLLAs 2024 Continual Learning for Unsupervised Concept Bottleneck Discovery Luca Salvatore Lorello, Marco Lippi, Stefano Melacci

ECML-PKDD 2024 Continual Neural Computation Matteo Tiezzi, Simone Marullo, Federico Becattini, Stefano Melacci

CoLLAs 2024 Memory Head for Pre-Trained Backbones in Continual Learning Matteo Tiezzi, Federico Becattini, Simone Marullo, Stefano Melacci

AAAI 2024 Neural Time-Reversed Generalized Riccati Equation Alessandro Betti, Michele Casoni, Marco Gori, Simone Marullo, Stefano Melacci, Matteo Tiezzi

CoLLAs 2024 Tomorrow Brings Greater Knowledge: Large Language Models Join Dynamic Temporal Knowledge Graphs Christian Di Maio, Andrea Zugarini, Francesco Giannini, Marco Maggini, Stefano Melacci

AAAI 2022 Being Friends Instead of Adversaries: Deep Networks Learn from Data Simplified by Other Networks Simone Marullo, Matteo Tiezzi, Marco Gori, Stefano Melacci

NeurIPS 2022 Concept Embedding Models: Beyond the Accuracy-Explainability Trade-Off Mateo Espinosa Zarlenga, Pietro Barbiero, Gabriele Ciravegna, Giuseppe Marra, Francesco Giannini, Michelangelo Diligenti, Zohreh Shams, Frederic Precioso, Stefano Melacci, Adrian Weller, Pietro Lió, Mateja Jamnik

CoLLAs 2022 Continual Learning Through Hamilton Equations Alessandro Betti, Lapo Faggi, Marco Gori, Matteo Tiezzi, Simone Marullo, Enrico Meloni, Stefano Melacci

CoLLAs 2022 Continual Unsupervised Learning for Optical Flow Estimation with Deep Networks Simone Marullo, Matteo Tiezzi, Alessandro Betti, Lapo Faggi, Enrico Meloni, Stefano Melacci

AAAI 2022 Entropy-Based Logic Explanations of Neural Networks Pietro Barbiero, Gabriele Ciravegna, Francesco Giannini, Pietro Lió, Marco Gori, Stefano Melacci

ECML-PKDD 2022 Foveated Neural Computation Matteo Tiezzi, Simone Marullo, Alessandro Betti, Enrico Meloni, Lapo Faggi, Marco Gori, Stefano Melacci

IJCAI 2022 Stochastic Coherence over Attention Trajectory for Continuous Learning in Video Streams Matteo Tiezzi, Simone Marullo, Lapo Faggi, Enrico Meloni, Alessandro Betti, Stefano Melacci

AAAI 2020 A Constraint-Based Approach to Learning and Explanation Gabriele Ciravegna, Francesco Giannini, Stefano Melacci, Marco Maggini, Marco Gori

NeurIPS 2020 Focus of Attention Improves Information Transfer in Visual Features Matteo Tiezzi, Stefano Melacci, Alessandro Betti, Marco Maggini, Marco Gori

IJCAI 2020 Human-Driven FOL Explanations of Deep Learning Gabriele Ciravegna, Francesco Giannini, Marco Gori, Marco Maggini, Stefano Melacci

IJCAI 2019 Motion Invariance in Visual Environments Alessandro Betti, Marco Gori, Stefano Melacci

CVPRW 2014 On-Line Video Motion Estimation by Invariant Receptive Inputs Marco Gori, Marco Lippi, Marco Maggini, Stefano Melacci

ECCV 2012 Information Theoretic Learning for Pixel-Based Visual Agents Marco Gori, Stefano Melacci, Marco Lippi, Marco Maggini

JMLR 2011 Laplacian Support Vector Machines Trained in the Primal Stefano Melacci, Mikhail Belkin