Alessandro Sperduti
Publication record assembled from the DBLP archive of ranked conferences.
Papers indexed
123
Venues
30
Active years
1995–2026
Best venue rank
A*
Where they publish
- BESANN33 papers
- CICANN16 papers
- BIJCNN16 papers
- MulticonferenceSAC7 papers
- AECAI7 papers
- A*IJCAI7 papers
- BICONIP6 papers
- CCIDM4 papers
- ABPM3 papers
- A*ICDM2 papers
- BCEC2 papers
- ACP2 papers
- BLREC1 paper
- A*ICLR1 paper
- BCOLING1 paper
- ABMVC1 paper
- CNeSy1 paper
- NationalHCI1 paper
- A*ICCV1 paper
- CNLDB1 paper
- A*AAAI1 paper
- BEDOC1 paper
- ASDM1 paper
- A*ICML1 paper
- CADMA1 paper
- AECIR1 paper
- CTIME1 paper
- ACIKM1 paper
- A*KR1 paper
- BSSPR1 paper
Papers
123 indexed papers, newest first.
| Year | Venue | Title | Authors |
|---|---|---|---|
| 2026 | ESANN | On the Rank Properties of the Renormalization Trick in GCNs. | Anna Bison, Alessandro Sperduti |
| 2026 | ESANN | Enriching Graph Topology Representations with Line Graph Transformations. | Paolo Frazzetto, Luca Pasa, Nicol Navarin, Alessandro Sperduti |
| 2026 | LREC | A Systematic Comparison of Large Language Models for Data Annotation in NER Tasks. | Muhammad Uzair-Ul-Haq, Davide Rigoni, Alessandro Sperduti |
| 2026 | SAC | Iterative In-Context Learning to Enhance LLMs Abstract Reasoning: The Case-Study of Algebraic Tasks. | Stefano Fioravanti, Matteo Zavatteri, Roberto Confalonieri, Kamyar Zeinalipour, Paolo Frazzetto, Alessandro Sperduti, Nicol Navarin |
| 2025 | ESANN | D4: Distance Diffusion for a Truly Equivariant Molecular Design. | Samuel Cognolato, Davide Rigoni, Marco Ballarini, Luciano Serafini, Stefano Moro, Alessandro Sperduti |
| 2025 | ICANN | A Spectral Interpretation of Redundancy in a Graph Reservoir. | Anna Bison, Alessandro Sperduti |
| 2025 | ICLR | Exact Computation of Any-Order Shapley Interactions for Graph Neural Networks. | Maximilian Muschalik, Fabian Fumagalli, Paolo Frazzetto, Janine Strotherm, Luca Hermes, Alessandro Sperduti, Eyke Hllermeier, Barbara Hammer |
| 2025 | IJCNN | A Deep Learning Approach to Shell and Tube Heat Exchangers Customization. | Davide Rigoni, Matteo Mirafiori, Andrea Padovan, Giuseppe Censi, Alessandro Sperduti |
| 2024 | COLING | Benchmarking GPT-4 on Algorithmic Problems: A Systematic Evaluation of Prompting Strategies. | Flavio Petruzzellis, Alberto Testolin, Alessandro Sperduti |
| 2024 | ECAI | IFH: A Diffusion Framework for Flexible Design of Graph Generative Models. | Samuel Cognolato, Alessandro Sperduti, Luciano Serafini |
| 2024 | ECAI | A Neural Rewriting System to Solve Algorithmic Problems. | Flavio Petruzzellis, Alberto Testolin, Alessandro Sperduti |
| 2024 | ECAI | Prompt-Based Data Augmentation Using Contrastive Learning Under Scarcity of Annotated Data. | Muhammad Uzair-Ul-Haq, Davide Rigoni, Alessandro Sperduti |
| 2024 | ESANN | Towards the application of Backpropagation-Free Graph Convolutional Networks on Huge Datasets. | Nicol Navarin, Luca Pasa, Alessandro Sperduti |
| 2024 | ICANN | Relative Local Signal Strength: The Impact of Normalization on the Analysis of Neuroimaging Data with Deep Learning. | Giovanni Donghi, Luca Pasa, Alberto Testolin, Marco Zorzi, Alessandro Sperduti, Nicol Navarin |
| 2024 | ICANN | Assessing the Emergent Symbolic Reasoning Abilities of Llama Large Language Models. | Flavio Petruzzellis, Alberto Testolin, Alessandro Sperduti |
| 2024 | IJCNN | Physics-Informed Graph Neural Cellular Automata: an Application to Compartmental Modelling. | Nicol Navarin, Paolo Frazzetto, Luca Pasa, Pietro Verzelli, Filippo Visentin, Alessandro Sperduti, Cesare Alippi |
| 2024 | SAC | Beyond the Additive Nodes' Convolutions: a Study on High-Order Multiplicative Integration. | Paolo Frazzetto, Luca Pasa, Nicol Navarin, Alessandro Sperduti |
| 2024 | SAC | Improving Soft Skill Extraction via Data Augmentation and Embedding Manipulation. | Muhammad Uzair-Ul-Haq, Paolo Frazzetto, Alessandro Sperduti, Giovanni Da San Martino |
| 2023 | BMVC | Weakly-Supervised Visual-Textual Grounding with Semantic Prior Refinement. | Davide Rigoni, Luca Parolari, Luciano Serafini, Alessandro Sperduti, Lamberto Ballan |
| 2023 | ESANN | Real-time Detection of Evoked Potentials by Deep Learning: a Case Study. | Leonardo Amato, Marta Maschietto, Alessandro Leparulo, Mattia Tambaro, Stefano Vassanelli, Alessandro Sperduti |
| 2023 | ESANN | An Empirical Study of Over-Parameterized Neural Models based on Graph Random Features. | Nicol Navarin, Luca Pasa, Luca Oneto, Alessandro Sperduti |
| 2023 | ICANN | An Untrained Neural Model for Fast and Accurate Graph Classification. | Nicol Navarin, Luca Pasa, Claudio Gallicchio, Alessandro Sperduti |
| 2023 | NeSy | A Hybrid System for Systematic Generalization in Simple Arithmetic Problems. | Flavio Petruzzellis, Alberto Testolin, Alessandro Sperduti |
| 2023 | SAC | Topology preserving maps as aggregations for Graph Convolutional Neural Networks. | Paolo Frazzetto, Luca Pasa, Nicol Navarin, Alessandro Sperduti |
| 2022 | ESANN | Biased Edge Dropout in NIFTY for Fair Graph Representation Learning. | Federico Caldart, Luca Pasa, Luca Oneto, Alessandro Sperduti, Nicol Navarin |
| 2022 | ICDM | Backpropagation-free Graph Neural Networks. | Luca Pasa, Nicol Navarin, Wolfgang Erb, Alessandro Sperduti |
| 2022 | SAC | Compact graph neural network models for node classification. | Luca Pasa, Nicol Navarin, Alessandro Sperduti |
| 2022 | SAC | A better loss for visual-textual grounding. | Davide Rigoni, Luciano Serafini, Alessandro Sperduti |
| 2021 | ESANN | Complex Data: Learning Trustworthily, Automatically, and with Guarantees. | Luca Oneto, Nicol Navarin, Battista Biggio, Federico Errica, Alessio Micheli, Franco Scarselli, Monica Bianchini, Alessandro Sperduti |
| 2021 | ESANN | Tangent Graph Convolutional Network. | Luca Pasa, Nicol Navarin, Alessandro Sperduti |
| 2021 | HCI | Are Professional Kitchens Ready for Dummies? A Comparative Usability Evaluation Between Expert and Non-expert Users. | Valeria Orso, Daniele Ver, Riccardo Minato, Alessandro Sperduti, Luciano Gamberini |
| 2021 | ICCV | Conditional Variational Capsule Network for Open Set Recognition. | Yunrui Guo, Guglielmo Camporese, Wenjing Yang, Alessandro Sperduti, Lamberto Ballan |
| 2020 | ECAI | VT-LINKER: Visual-Textual-Knowledge Entity Linker. | Shahi Dost, Luciano Serafini, Marco Rospocher, Lamberto Ballan, Alessandro Sperduti |
| 2020 | ECAI | Learning Kernel-Based Embeddings in Graph Neural Networks. | Nicol Navarin, Dinh Van Tran, Alessandro Sperduti |
| 2020 | ESANN | Linear Graph Convolutional Networks. | Nicol Navarin, Wolfgang Erb, Luca Pasa, Alessandro Sperduti |
| 2020 | ESANN | Deep Recurrent Graph Neural Networks. | Luca Pasa, Nicol Navarin, Alessandro Sperduti |
| 2020 | ESANN | A Systematic Assessment of Deep Learning Models for Molecule Generation. | Davide Rigoni, Nicol Navarin, Alessandro Sperduti |
| 2020 | IJCNN | Towards Online Discovery of Data-Aware Declarative Process Models from Event Streams. | Nicol Navarin, Matteo Cambiaso, Andrea Burattin, Fabrizio Maria Maggi, Luca Oneto, Alessandro Sperduti |
| 2020 | NLDB | Jointly Linking Visual and Textual Entity Mentions with Background Knowledge. | Shahi Dost, Luciano Serafini, Marco Rospocher, Lamberto Ballan, Alessandro Sperduti |
| 2020 | SAC | VTKEL: a resource for visual-textual-knowledge entity linking. | Shahi Dost, Luciano Serafini, Marco Rospocher, Lamberto Ballan, Alessandro Sperduti |
| 2019 | AAAI | Efficient Online Learning for Mapping Kernels on Linguistic Structures. | Giovanni Da San Martino, Alessandro Sperduti, Fabio Aiolli, Alessandro Moschitti |
| 2019 | ESANN | On the definition of complex structured feature spaces. | Nicol Navarin, Dinh Van Tran, Alessandro Sperduti |
| 2019 | ESANN | Embeddings and Representation Learning for Structured Data. | Benjamin Paaen, Claudio Gallicchio, Alessio Micheli, Alessandro Sperduti |
| 2019 | ICANN | Linear Memory Networks. | Davide Bacciu, Antonio Carta, Alessandro Sperduti |
| 2019 | IJCNN | Universal Readout for Graph Convolutional Neural Networks. | Nicol Navarin, Dinh Van Tran, Alessandro Sperduti |
| 2018 | ESANN | DEEP: decomposition feature enhancement procedure for graphs. | Dinh Tran-Van, Nicol Navarin, Alessandro Sperduti |
| 2018 | IJCNN | Extreme Graph Kernels for Online Learning on a Memory Budget. | Nicol Navarin, Giovanni Da San Martino, Alessandro Sperduti |
| 2017 | ESANN | Approximated Neighbours MinHash Graph Node Kernel. | Nicol Navarin, Alessandro Sperduti |
| 2017 | ESANN | The Conjunctive Disjunctive Node Kernel. | Dinh Tran-Van, Alessandro Sperduti, Fabrizio Costa |
| 2017 | ICANN | Link Enrichment for Diffusion-Based Graph Node Kernels. | Dinh Tran-Van, Alessandro Sperduti, Fabrizio Costa |
| 2017 | ICONIP | Joint Neighborhood Subgraphs Link Prediction. | Dinh Tran-Van, Alessandro Sperduti, Fabrizio Costa |
| 2017 | IJCNN | A kernel-based ensemble classifier for evolving stream of trees with double concept drifting reaction. | Valerio Grossi, Alessandro Sperduti |
| 2017 | IJCNN | Deep graph node kernels: A convex approach. | Luca Oneto, Nicol Navarin, Alessandro Sperduti, Davide Anguita |
| 2017 | IJCNN | Linear dynamical based models for sequential domains. | Luca Pasa, Alessandro Sperduti, Peter Tio |
| 2016 | ESANN | Challenges in Deep Learning. | Plamen Angelov, Alessandro Sperduti |
| 2016 | ESANN | Measuring the Expressivity of Graph Kernels through the Rademacher Complexity. | Luca Oneto, Nicol Navarin, Michele Donini, Alessandro Sperduti, Fabio Aiolli, Davide Anguita |
| 2016 | ICONIP | Hyper-Parameter Tuning for Graph Kernels via Multiple Kernel Learning. | Carlo M. Massimo, Nicol Navarin, Alessandro Sperduti |
| 2015 | ESANN | Exploiting the ODD framework to define a novel effective graph kernel. | Giovanni Da San Martino, Nicol Navarin, Alessandro Sperduti |
| 2015 | ICONIP | Extending Local Features with Contextual Information in Graph Kernels. | Nicol Navarin, Alessandro Sperduti, Riccardo Tesselli |
| 2015 | IJCAI | Equivalence Results between Feedforward and Recurrent Neural Networks for Sequences. | Alessandro Sperduti |
| 2014 | CEC | Control-flow discovery from event streams. | Andrea Burattin, Alessandro Sperduti, Wil M. P. van der Aalst |
| 2014 | CIDM | A novel criterion for overlapping communities detection and clustering improvement. | Alessandro Berti, Alessandro Sperduti, Andrea Burattin |
| 2014 | ESANN | A HMM-based pre-training approach for sequential data. | Luca Pasa, Alberto Testolin, Alessandro Sperduti |
| 2014 | ICONIP | Modeling Bi-directional Tree Contexts by Generative Transductions. | Davide Bacciu, Alessio Micheli, Alessandro Sperduti |
| 2014 | ICONIP | Graph Kernels Exploiting Weisfeiler-Lehman Graph Isomorphism Test Extensions. | Giovanni Da San Martino, Nicol Navarin, Alessandro Sperduti |
| 2014 | IJCNN | Integrating bi-directional contexts in a generative kernel for trees. | Davide Bacciu, Alessio Micheli, Alessandro Sperduti |
| 2014 | IJCNN | Data-aware remaining time prediction of business process instances. | Mirko Polato, Alessandro Sperduti, Andrea Burattin, Massimiliano de Leoni |
| 2013 | CIDM | Business models enhancement through discovery of roles. | Andrea Burattin, Alessandro Sperduti, Marco Veluscek |
| 2013 | IJCAI | A Lossy Counting Based Approach for Learning on Streams of Graphs on a Budget. | Giovanni Da San Martino, Nicol Navarin, Alessandro Sperduti |
| 2012 | EDOC | Techniques for a Posteriori Analysis of Declarative Processes. | Andrea Burattin, Fabrizio Maria Maggi, Wil M. P. van der Aalst, Alessandro Sperduti |
| 2012 | ESANN | Input-Output Hidden Markov Models for trees. | Davide Bacciu, Alessio Micheli, Alessandro Sperduti |
| 2012 | ESANN | Assessment of sequential Boltmann machines on a lexical processing task. | Alberto Testolin, Alessandro Sperduti, Ivilin Peev Stoianov, Marco Zorzi |
| 2012 | ICANN | A Generative Multiset Kernel for Structured Data. | Davide Bacciu, Alessio Micheli, Alessandro Sperduti |
| 2012 | IJCNN | A memory efficient graph kernel. | Giovanni Da San Martino, Nicol Navarin, Alessandro Sperduti |
| 2012 | SDM | A Tree-Based Kernel for Graphs. | Giovanni Da San Martino, Nicol Navarin, Alessandro Sperduti |
| 2011 | BPM | Process Mining Manifesto. | Wil M. P. van der Aalst, Arya Adriansyah, Ana Karla Alves de Medeiros, Franco Arcieri, Thomas Baier, Tobias Blickle, R. P. Jagadeesh Chandra Bose, Peter van den Brand, Ronald Brandtjen, Joos C. A. M. Buijs, Andrea Burattin, Josep Carmona, Mal Castellanos, Jan Claes, Jonathan E. Cook, Nicola Costantini, Francisco Curbera, Ernesto Damiani, Massimiliano de Leoni, Pavlos Delias, Boudewijn F. van Dongen, Marlon Dumas, Schahram Dustdar, Dirk Fahland, Diogo R. Ferreira, Walid Gaaloul, Frank van Geffen, Sukriti Goel, Christian W. Gnther, Antonella Guzzo, Paul Harmon, Arthur H. M. ter Hofstede, John Hoogland, Jon Espen Ingvaldsen, Koki Kato, Rudolf Kuhn, Akhil Kumar, Marcello La Rosa, Fabrizio Maria Maggi, Donato Malerba, R. S. Mans, Alberto Manuel, Martin McCreesh, Paola Mello, Jan Mendling, Marco Montali, Hamid R. Motahari Nezhad, Michael zur Muehlen, Jorge Munoz-Gama, Luigi Pontieri, Joel Ribeiro, Anne Rozinat, Hugo Seguel Prez, Ricardo Seguel Prez, Marcos Seplveda, Jim Sinur, Pnina Soffer, Minseok Song, Alessandro Sperduti, Giovanni Stilo, Casper Stoel, Keith D. Swenson, Maurizio Talamo, Wei Tan, Chris Turner, Jan Vanthienen, George Varvaressos, Eric Verbeek, Marc Verdonk, Roberto Vigo, Jianmin Wang, Barbara Weber, Matthias Weidlich, Ton Weijters, Lijie Wen, Michael Westergaard, Moe Thandar Wynn |
| 2011 | BPM | A Business Process Metric Based on the Alpha Algorithm Relations. | Fabio Aiolli, Andrea Burattin, Alessandro Sperduti |
| 2011 | ESANN | Sparsity Issues in Self-Organizing-Maps for Structures. | Markus Hagenbuchner, Giovanni Da San Martino, Ah Chung Tsoi, Alessandro Sperduti |
| 2011 | ICANN | Extending Tree Kernels with Topological Information. | Fabio Aiolli, Giovanni Da San Martino, Alessandro Sperduti |
| 2011 | IJCAI | Kernel-Based Selective Ensemble Learning for Streams of Trees. | Valerio Grossi, Alessandro Sperduti |
| 2011 | IJCNN | Adaptive tree kernel by multinomial generative topographic mapping. | Davide Bacciu, Alessio Micheli, Alessandro Sperduti |
| 2010 | BPM | PLG: A Framework for the Generation of Business Process Models and Their Execution Logs. | Andrea Burattin, Alessandro Sperduti |
| 2010 | CEC | Automatic determination of parameters' values for Heuristics Miner++. | Andrea Burattin, Alessandro Sperduti |
| 2010 | ESANN | Heuristics Miner for Time Intervals. | Andrea Burattin, Alessandro Sperduti |
| 2010 | ICANN | A New Tree Kernel Based on SOM-SD. | Fabio Aiolli, Giovanni Da San Martino, Alessandro Sperduti |
| 2010 | ICONIP | Bottom-Up Generative Modeling of Tree-Structured Data. | Davide Bacciu, Alessio Micheli, Alessandro Sperduti |
| 2010 | IJCNN | Compositional generative mapping of structured data. | Davide Bacciu, Alessio Micheli, Alessandro Sperduti |
| 2009 | CIDM | Application of the preference learning model to a human resources selection task. | Fabio Aiolli, Michele De Filippo De Grazia, Alessandro Sperduti |
| 2009 | ESANN | Supervised learning as preference optimization. | Fabio Aiolli, Alessandro Sperduti |
| 2009 | ESANN | Projection of undirected and non-positional graphs using Self Organizing Maps. | Markus Hagenbuchner, Shujia Zhang, Ah Chung Tsoi, Alessandro Sperduti |
| 2009 | ICANN | PCA-Based Representations of Graphs for Prediction in QSAR Studies. | Riccardo Cardin, Lisa Michielan, Stefano Moro, Alessandro Sperduti |
| 2009 | ICML | Route kernels for trees. | Fabio Aiolli, Giovanni Da San Martino, Alessandro Sperduti |
| 2008 | ESANN | Self-Organizing Maps for cyclic and unbounded graphs. | Markus Hagenbuchner, Alessandro Sperduti, Ah Chung Tsoi |
| 2008 | ICANN | A Kernel Method for the Optimization of the Margin Distribution. | Fabio Aiolli, Giovanni Da San Martino, Alessandro Sperduti |
| 2007 | CIDM | Efficient Kernel-based Learning for Trees. | Fabio Aiolli, Giovanni Da San Martino, Alessandro Sperduti, Alessandro Moschitti |
| 2007 | ESANN | "Kernelized" Self-Organizing Maps for Structured Data. | Fabio Aiolli, Giovanni Da San Martino, Alessandro Sperduti, Markus Hagenbuchner |
| 2007 | ICANN | Recursive Principal Component Analysis of Graphs. | Alessio Micheli, Alessandro Sperduti |
| 2007 | IJCNN | Preference Learning for Category-Ranking based Interactive Text Categorization. | Fabio Aiolli, Fabrizio Sebastiani, Alessandro Sperduti |
| 2006 | ADMA | Self-organising Map Techniques for Graph Data Applications to Clustering of XML Documents. | Ah Chung Tsoi, Markus Hagenbuchner, Alessandro Sperduti |
| 2006 | ESANN | Unsupervised clustering of continuous trajectories of kinematic trees with SOM-SD. | Jochen J. Steil, Risto Kiva, Alessandro Sperduti |
| 2006 | ICANN | Exact Solutions for Recursive Principal Components Analysis of Sequences and Trees. | Alessandro Sperduti |
| 2006 | ICDM | Fast On-line Kernel Learning for Trees. | Fabio Aiolli, Giovanni Da San Martino, Alessandro Sperduti, Alessandro Moschitti |
| 2006 | IJCNN | A Self-Organising Map Approach for Clustering of XML Documents. | Francesca Trentini, Markus Hagenbuchner, Alessandro Sperduti, Franco Scarselli |
| 2005 | ESANN | Contextual Processing of Graphs using Self-Organizing Maps. | Markus Hagenbuchner, Alessandro Sperduti, Ah Chung Tsoi |
| 2004 | ECAI | A Generalized Quadratic Loss for Support Vector Machines. | Filippo Portera, Alessandro Sperduti |
| 2004 | ESANN | A preliminary experimental comparison of recursive neural networks and a tree kernel method for QSAR/QSPR regression tasks. | Alessio Micheli, Filippo Portera, Alessandro Sperduti |
| 2003 | ECIR | Discretizing Continuous Attributes in AdaBoost for Text Categorization. | Pio Nardiello, Fabrizio Sebastiani, Alessandro Sperduti |
| 2003 | ICANN | Formal Determination of Context in Contextual Recursive Cascade Correlation Networks. | Alessio Micheli, Diego Sona, Alessandro Sperduti |
| 2003 | IJCAI | Multi-prototype Support Vector Machine. | Fabio Aiolli, Alessandro Sperduti |
| 2002 | CP | Learning and Solving Soft Temporal Constraints: An Experimental Study. | Francesca Rossi, Alessandro Sperduti, Kristen Brent Venable, Lina Khatib, Paul H. Morris, Robert A. Morris |
| 2002 | ESANN | A general framework for unsupervised processing of structured data. | Barbara Hammer, Alessio Micheli, Alessandro Sperduti |
| 2002 | ICANN | On Linear Separability of Sequences and Structures. | Alessandro Sperduti |
| 2001 | ICANN | Neural Networks for Adaptive Processing of Structured Data. | Alessandro Sperduti |
| 2001 | IJCAI | A Simple Additive Re-weighting Strategy for Improving Margins. | Fabio Aiolli, Alessandro Sperduti |
| 2001 | TIME | Learning preferences on temporal constraints: a preliminary report. | Francesca Rossi, Alessandro Sperduti, Lina Khatib, Paul H. Morris, Robert A. Morris |
| 2000 | CIKM | An Improved Boosting Algorithm and its Application to Text Categorization. | Fabrizio Sebastiani, Alessandro Sperduti, Nicola Valdambrini |
| 2000 | ECAI | Learning Efficiently with Neural Networks: A Theoretical Comparison between Structured and Flat Representations. | Marco Gori, Paolo Frasconi, Alessandro Sperduti |
| 2000 | IJCNN | Bi-Causal Recurrent Cascade Correlation. | Alessio Micheli, Diego Sona, Alessandro Sperduti |
| 2000 | KR | Experimental Results on Learning Soft Constraints. | Alessandro Biso, Francesca Rossi, Alessandro Sperduti |
| 1998 | CP | Some Experiments on Learning Soft Constraints. | Alessandro Biso, Francesca Rossi, Alessandro Sperduti |
| 1997 | IJCAI | On the Efficient Classification of Data Structures by Neural Networks. | Paolo Frasconi, Marco Gori, Alessandro Sperduti |
| 1996 | SSPR | Extended Cascade-Correlation for Syntactic and Structural Pattern Recognition. | Alessandro Sperduti, Darya Majidi, Antonina Starita |
| 1995 | IJCAI | Learning Distributed Representations for the Classification of Terms. | Alessandro Sperduti, Antonina Starita, Christoph Goller |