Sperduti, Alessandro

21 publications

ICLR 2025 Exact Computation of Any-Order Shapley Interactions for Graph Neural Networks Maximilian Muschalik, Fabian Fumagalli, Paolo Frazzetto, Janine Strotherm, Luca Hermes, Alessandro Sperduti, Eyke Hüllermeier, Barbara Hammer

MLJ 2025 RGCVAE: Relational Graph Conditioned Variational Autoencoder for Molecule Design Davide Rigoni, Nicolò Navarin, Alessandro Sperduti

MLJ 2022 Polynomial-Based Graph Convolutional Neural Networks for Graph Classification Luca Pasa, Nicolò Navarin, Alessandro Sperduti

ICCV 2021 Conditional Variational Capsule Network for Open Set Recognition Yunrui Guo, Guglielmo Camporese, Wenjing Yang, Alessandro Sperduti, Lamberto Ballan

ECML-PKDD 2020 Incremental Training of a Recurrent Neural Network Exploiting a Multi-Scale Dynamic Memory Antonio Carta, Alessandro Sperduti, Davide Bacciu

AAAI 2019 Efficient Online Learning for Mapping Kernels on Linguistic Structures Giovanni Da San Martino, Alessandro Sperduti, Fabio Aiolli, Alessandro Moschitti

IJCAI 2015 Equivalence Results Between Feedforward and Recurrent Neural Networks for Sequences Alessandro Sperduti

NeurIPS 2014 Pre-Training of Recurrent Neural Networks via Linear Autoencoders Luca Pasa, Alessandro Sperduti

IJCAI 2013 A Lossy Counting Based Approach for Learning on Streams of Graphs on a Budget Giovanni Da San Martino, Nicolò Navarin, Alessandro Sperduti

IJCAI 2011 Kernel-Based Selective Ensemble Learning for Streams of Trees Valerio Grossi, Alessandro Sperduti

ICML 2009 Route Kernels for Trees Fabio Aiolli, Giovanni Da San Martino, Alessandro Sperduti

JMLR 2005 Multiclass Classification with Multi-Prototype Support Vector Machines Fabio Aiolli, Alessandro Sperduti

NeurIPS 2004 Learning Preferences for Multiclass Problems Fabio Aiolli, Alessandro Sperduti

IJCAI 2003 Multi-Prototype Support Vector Machine Fabio Aiolli, Alessandro Sperduti

IJCAI 2001 A Simple Additive Re-Weighting Strategy for Improving Margins Fabio Aiolli, Alessandro Sperduti

NeCo 2000 Discriminant Pattern Recognition Using Transformation-Invariant Neurons Diego Sona, Alessandro Sperduti, Antonina Starita

IJCAI 1997 On the Efficient Classification of Data Structures by Neural Networks Paolo Frasconi, Marco Gori, Alessandro Sperduti

NeurIPS 1996 A Constructive Learning Algorithm for Discriminant Tangent Models Diego Sona, Alessandro Sperduti, Antonina Starita

IJCAI 1995 Learning Distributed Representations for the Classification of Terms Alessandro Sperduti, Antonina Starita, Christoph Goller

NeurIPS 1994 A Rapid Graph-Based Method for Arbitrary Transformation-Invariant Pattern Classification Alessandro Sperduti, David G. Stork

NeurIPS 1993 Encoding Labeled Graphs by Labeling RAAM Alessandro Sperduti