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Davide Bacciu

Publication record assembled from the DBLP archive of ranked conferences.

Papers indexed

119

Venues

34

Active years

2004–2026

Best venue rank

A*

Where they publish

Papers

119 indexed papers, newest first.

YearVenueTitleAuthors
2026EACLJuriFindIT: an Italian legal retrieval dataset.Niko Dalla Noce, Davide Colla, Sina Farhang Doust, Lorenzo De Mattei, Davide Bacciu
2026ESANNRandom Unicycle Network (RUN!): supercharging harmonic oscillator networks via non-holonomic constraints.Mariano Ramrez Montero, Andrea Ceni, Andrea Cossu, Davide Bacciu, Claudio Gallicchio, Cosimo Della Santina
2026ESANNEmotion Recognition in Multimodal Social Data.Lucia C. Passaro, Davide Amadei, Davide Bacciu
2026ESANNBoundary-Constrained Diffusion Models for Floorplan Generation: Balancing Realism and Diversity.Leonardo Stoppani, Davide Bacciu, Shahab Mokarizadeh
2026GECCOContinual Evolution Strategies in Control Tasks.Nicola Pitzalis, Eleni Nisioti, Antonio Carta, Davide Bacciu, Andrea Cossu
2025AAAIOn Oversquashing in Graph Neural Networks Through the Lens of Dynamical Systems.Alessio Gravina, Moshe Eliasof, Claudio Gallicchio, Davide Bacciu, Carola-Bibiane Schnlieb
2025ESANNFoundation and Generative Models for Graphs.Davide Bacciu, Federico Errica, Stefano Moro, Luca Pasa, Davide Rigoni, Daniele Zambon
2025ESANNTowards Adaptive and Stable Compositional Assemblies of Recurrent Neural Network Modules.Valerio De Caro, Andrea Ceni, Davide Bacciu, Claudio Gallicchio
2025ESANNDon't drift away: Advances and Applications of Streaming and Continual Learning.Andrea Cossu, Davide Bacciu, Alessio Bernardo, Emanuele Della Valle, Alexander Gepperth, Federico Giannini, Barbara Hammer, Giacomo Ziffer
2025ESANNGeneralized Stochastic Pooling.Francesco Landolfi, Davide Bacciu
2025ESANNTowards Efficient Molecular Property Optimization with Graph Energy Based Models.Luca Miglior, Lorenzo Simone, Marco Podda, Davide Bacciu
2025GECCOLifelong Evolution of Swarms.Lorenzo Leuzzi, Davide Bacciu, Sabine Hauert, Simon Jones, Andrea Cossu
2025ICANNReal-Time and Personalized Product Recommendations for Large E-Commerce Platforms.Matteo Tolloso, Davide Bacciu, Shahab Mokarizadeh, Marco Varesi
2025ICLRPort-Hamiltonian Architectural Bias for Long-Range Propagation in Deep Graph Networks.Simon Heilig, Alessio Gravina, Alessandro Trenta, Claudio Gallicchio, Davide Bacciu
2025ICMLGraph Adaptive Autoregressive Moving Average Models.Moshe Eliasof, Alessio Gravina, Andrea Ceni, Claudio Gallicchio, Davide Bacciu, Carola-Bibiane Schnlieb
2025IJCNNNon-Dissipative Graph Propagation for Non-Local Community Detection.William Leeney, Alessio Gravina, Davide Bacciu
2024AIMEQuasi-Orthogonal ECG-Frank XYZ Transformation with Energy-Based Models and Clinical Text.Lorenzo Simone, Davide Bacciu, Vincenzo Gervasi
2024AISTATSRandom Oscillators Network for Time Series Processing.Andrea Ceni, Andrea Cossu, Maximilian W. Stlzle, Jingyue Liu, Cosimo Della Santina, Davide Bacciu, Claudio Gallicchio
2024CVPRCalibration of Continual Learning Models.Lanpei Li, Elia Piccoli, Andrea Cossu, Davide Bacciu, Vincenzo Lomonaco
2024ESANNGeneralizing Convolution to Point Clouds.Davide Bacciu, Francesco Landolfi
2024ESANNADLER - An efficient Hessian-based strategy for adaptive learning rate.Dario Balboni, Davide Bacciu
2024ESANNLarge-Scale Continuous Structure Learning from Time-Series Data.Filippo Michelis, Riccardo Massidda, Davide Bacciu
2024ESANNSequential Continual Pre-Training for Neural Machine Translation.Niko Dalla Noce, Michele Resta, Davide Bacciu
2024ESANNInformed Machine Learning for Complex Data.Luca Oneto, Nicol Navarin, Alessio Micheli, Luca Pasa, Claudio Gallicchio, Davide Bacciu, Davide Anguita
2024ESANNEnhancing Echo State Networks with Gradient-based Explainability Methods.Francesco Spinnato, Andrea Cossu, Riccardo Guidotti, Andrea Ceni, Claudio Gallicchio, Davide Bacciu
2024HPDCTEACHING Platform for Human-Centric Autonomous Applications: Design and Overview.Valerio De Caro, Christos Chronis, Massimo Coppola, Vincenzo Lomonaco, Claudio Gallicchio, Konstantinos Tserpes, Davide Bacciu
2024ICLRConstraint-Free Structure Learning with Smooth Acyclic Orientations.Riccardo Massidda, Francesco Landolfi, Martina Cinquini, Davide Bacciu
2024ICMLLong Range Propagation on Continuous-Time Dynamic Graphs.Alessio Gravina, Giulio Lovisotto, Claudio Gallicchio, Davide Bacciu, Claas Grohnfeldt
2024IJCAITemporal Graph ODEs for Irregularly-Sampled Time Series.Alessio Gravina, Daniele Zambon, Davide Bacciu, Cesare Alippi
2024IJCNNMulti-Relational Graph Neural Network for Out-of-Domain Link Prediction.Asma Sattar, Georgios Deligiorgis, Marco Trincavelli, Davide Bacciu
2024IJCNNChemAlgebra: Algebraic Reasoning on Chemical Reactions.Andrea Valenti, Davide Bacciu, Antonio Vergari
2024NAACLSelf-generated Replay Memories for Continual Neural Machine Translation.Michele Resta, Davide Bacciu
2024UAILearning Causal Abstractions of Linear Structural Causal Models.Riccardo Massidda, Sara Magliacane, Davide Bacciu
2023AAAIGeneralizing Downsampling from Regular Data to Graphs.Davide Bacciu, Alessio Conte, Francesco Landolfi
2023AIMEECGAN: Self-supervised Generative Adversarial Network for Electrocardiography.Lorenzo Simone, Davide Bacciu
2023ESANNGraph Representation Learning.Davide Bacciu, Federico Errica, Alessio Micheli, Nicol Navarin, Luca Pasa, Marco Podda, Daniele Zambon
2023ESANNCommunication-Efficient Ridge Regression in Federated Echo State Networks.Valerio De Caro, Antonio Di Mauro, Davide Bacciu, Claudio Gallicchio
2023ESANNImproving Fairness via Intrinsic Plasticity in Echo State Networks.Andrea Ceni, Davide Bacciu, Valerio De Caro, Claudio Gallicchio, Luca Oneto
2023ESANNA Protocol for Continual Explanation of SHAP.Andrea Cossu, Francesco Spinnato, Riccardo Guidotti, Davide Bacciu
2023ESANNHidden Markov Models for Temporal Graph Representation Learning.Federico Errica, Alessio Gravina, Davide Bacciu, Alessio Micheli
2023ESANNA Tropical View of Graph Neural Networks.Francesco Landolfi, Davide Bacciu, Danilo Numeroso
2023HPDCTEACHING: A Computing Toolkit for Building Efficient Autonomous appliCations Leveraging Humanistic INtelliGence.Davide Bacciu, Konstantinos Tserpes, Massimo Coppola, Georg Macher, Claudio Gallicchio, Omar Veledar, Anna Maria Anaxagorou, Patrizio Dazzi
2023ICASSPPrediction of Driver's Stress Affection in Simulated Autonomous Driving Scenarios.Valerio De Caro, Herbert Danzinger, Claudio Gallicchio, Clemens Knczl, Vincenzo Lomonaco, Mina Marmpena, Sevasti Politi, Omar Veledar, Davide Bacciu
2023ICASSPAI-Toolkit: A Microservices Architecture for Low-Code Decentralized Machine Intelligence.Vincenzo Lomonaco, Valerio De Caro, Claudio Gallicchio, Antonio Carta, Christos Sardianos, Iraklis Varlamis, Konstantinos Tserpes, Massimo Coppola, Mina Marmpena, Sevasti Politi, Erwin Schoitsch, Davide Bacciu
2023ICLRAnti-Symmetric DGN: a stable architecture for Deep Graph Networks.Alessio Gravina, Davide Bacciu, Claudio Gallicchio
2023ICLRDual Algorithmic Reasoning.Danilo Numeroso, Davide Bacciu, Petar Velickovic
2023IJCAIGraph-based Polyphonic Multitrack Music Generation.Emanuele Cosenza, Andrea Valenti, Davide Bacciu
2023SAFECOMPSafety and Robustness for Deep Neural Networks: An Automotive Use Case.Davide Bacciu, Antonio Carta, Claudio Gallicchio, Christoph Schmittner
2022BMVCAn Empirical Verification of Wide Networks Theory.Dario Balboni, Davide Bacciu
2022CBMIDeep Features for CBIR with Scarce Data using Hebbian Learning.Gabriele Lagani, Davide Bacciu, Claudio Gallicchio, Fabrizio Falchi, Claudio Gennaro, Giuseppe Amato
2022CVPREx-Model: Continual Learning from a Stream of Trained Models.Antonio Carta, Andrea Cossu, Vincenzo Lomonaco, Davide Bacciu
2022EANNLearning Image Captioning as a Structured Transduction Task.Davide Bacciu, Davide Serramazza
2022ESANNDeep Learning for Graphs.Davide Bacciu, Federico Errica, Nicol Navarin, Luca Pasa, Daniele Zambon
2022ESANNFederated Adaptation of Reservoirs via Intrinsic Plasticity.Valerio De Caro, Claudio Gallicchio, Davide Bacciu
2022ESANNContinual Learning for Human State Monitoring.Federico Matteoni, Andrea Cossu, Claudio Gallicchio, Vincenzo Lomonaco, Davide Bacciu
2022ESANNContinual Incremental Language Learning for Neural Machine Translation.Michele Resta, Davide Bacciu
2022ESANNModular Representations for Weak Disentanglement.Andrea Valenti, Davide Bacciu
2022ICIAPAvalanche RL: A Continual Reinforcement Learning Library.Nicol Lucchesi, Antonio Carta, Vincenzo Lomonaco, Davide Bacciu
2022ICIAPPractical Recommendations for Replay-Based Continual Learning Methods.Gabriele Merlin, Vincenzo Lomonaco, Andrea Cossu, Antonio Carta, Davide Bacciu
2022ICMLThe Infinite Contextual Graph Markov Model.Daniele Castellana, Federico Errica, Davide Bacciu, Alessio Micheli
2022IJCNNSample Condensation in Online Continual Learning.Mattia Sangermano, Antonio Carta, Andrea Cossu, Davide Bacciu
2022IJCNNLeveraging Relational Information for Learning Weakly Disentangled Representations.Andrea Valenti, Davide Bacciu
2022PERCOMAI-as-a-Service Toolkit for Human-Centered Intelligence in Autonomous Driving.Valerio De Caro, Saira Bano, Achilles Machumilane, Alberto Gotta, Pietro Cassar, Antonio Carta, Rudy Semola, Christos Sardianos, Christos Chronis, Iraklis Varlamis, Konstantinos Tserpes, Vincenzo Lomonaco, Claudio Gallicchio, Davide Bacciu
2022QCEDeep Reinforcement Learning Quantum Control on IBMQ Platforms and Qiskit Pulse.Rudy Semola, Lorenzo Moro, Davide Bacciu, Enrico Prati
2021CVPRAvalanche: An End-to-End Library for Continual Learning.Vincenzo Lomonaco, Lorenzo Pellegrini, Andrea Cossu, Antonio Carta, Gabriele Graffieti, Tyler L. Hayes, Matthias De Lange, Marc Masana, Jary Pomponi, Gido M. van de Ven, Martin Mundt, Qi She, Keiland W. Cooper, Jeremy Forest, Eden Belouadah, Simone Calderara, German Ignacio Parisi, Fabio Cuzzolin, Andreas S. Tolias, Simone Scardapane, Luca Antiga, Subutai Ahmad, Adrian Popescu, Christopher Kanan, Joost van de Weijer, Tinne Tuytelaars, Davide Bacciu, Davide Maltoni
2021ESANNDeep learning for graphs.Davide Bacciu, Filippo Maria Bianchi, Benjamin Paassen, Cesare Alippi
2021ESANNContinual Learning with Echo State Networks.Andrea Cossu, Davide Bacciu, Antonio Carta, Claudio Gallicchio, Vincenzo Lomonaco
2021ESANNInductive learning for product assortment graph completion.Marco Trincavelli, Haris Dukic, Georgios Deligiorgis, Pierpaolo Sepe, Davide Bacciu
2021ESANNCalliope - A Polyphonic Music Transformer.Andrea Valenti, Stefano Berti, Davide Bacciu
2021ICMLGraph Mixture Density Networks.Federico Errica, Davide Bacciu, Alessio Micheli
2021IJCNNModeling Edge Features with Deep Bayesian Graph Networks.Daniele Atzeni, Davide Bacciu, Federico Errica, Alessio Micheli
2021IJCNNGraphgen-redux: a Fast and Lightweight Recurrent Model for labeled Graph Generation.Davide Bacciu, Marco Podda
2021IJCNNFederated Reservoir Computing Neural Networks.Davide Bacciu, Daniele Di Sarli, Pouria Faraji, Claudio Gallicchio, Alessio Micheli
2021IWANNBenchmarking Reservoir and Recurrent Neural Networks for Human State and Activity Recognition.Davide Bacciu, Daniele Di Sarli, Claudio Gallicchio, Alessio Micheli, Niccol Puccinelli
2021IWANNContext-Aware Graph Convolutional Autoencoder.Asma Sattar, Davide Bacciu
2021SAFECOMPDependable Integration Concepts for Human-Centric AI-Based Systems.Georg Macher, Siranush Akarmazyan, Eric Armengaud, Davide Bacciu, Calogero Calandra, Herbert Danzinger, Patrizio Dazzi, Charalampos Davalas, Maria Carmela De Gennaro, Angela Dimitriou, Jrgen Dobaj, Maid Dzambic, Lorenzo Giraudi, Sylvain Girbal, Dimitrios Michail, Roberta Peroglio, Rosaria Potenza, Farank Pourdanesh, Matthias Seidl, Christos Sardianos, Konstantinos Tserpes, Jakob Valtl, Iraklis Varlamis, Omar Veledar
2021UCCPredictive auto-scaling with OpenStack Monasca.Giacomo Lanciano, Filippo Galli, Tommaso Cucinotta, Davide Bacciu, Andrea Passarella
2020AISTATSA Deep Generative Model for Fragment-Based Molecule Generation.Marco Podda, Davide Bacciu, Alessio Micheli
2020COLINGLearning from Non-Binary Constituency Trees via Tensor Decomposition.Daniele Castellana, Davide Bacciu
2020ECAILearning Style-Aware Symbolic Music Representations by Adversarial Autoencoders.Andrea Valenti, Antonio Carta, Davide Bacciu
2020ESANNTensor Decompositions in Deep Learning.Davide Bacciu, Danilo P. Mandic
2020ESANNTensor Decompositions in Recursive Neural Networks for Tree-Structured Data.Daniele Castellana, Davide Bacciu
2020ESANNPerplexity-free Parametric t-SNE.Francesco Crecchi, Cyril de Bodt, Michel Verleysen, John A. Lee, Davide Bacciu
2020ESANNTheoretically Expressive and Edge-aware Graph Learning.Federico Errica, Davide Bacciu, Alessio Micheli
2020ESANNBiochemical Pathway Robustness Prediction with Graph Neural Networks.Marco Podda, Alessio Micheli, Davide Bacciu, Paolo Milazzo
2020ICLRA Fair Comparison of Graph Neural Networks for Graph Classification.Federico Errica, Marco Podda, Davide Bacciu, Alessio Micheli
2020IJCNNGeneralising Recursive Neural Models by Tensor Decomposition.Daniele Castellana, Davide Bacciu
2020IJCNNContinual Learning with Gated Incremental Memories for sequential data processing.Andrea Cossu, Antonio Carta, Davide Bacciu
2020SMCROS-Neuro Integration of Deep Convolutional Autoencoders for EEG Signal Compression in Real-time BCIs.Andrea Valenti, Michele Barsotti, Raffaello Brondi, Davide Bacciu, Luca Ascari
2019ESANNSocietal Issues in Machine Learning: When Learning from Data is Not Enough.Davide Bacciu, Battista Biggio, Paulo Lisboa, Jos D. Martn, Luca Oneto, Alfredo Vellido
2019ESANNGraph generation by sequential edge prediction.Davide Bacciu, Alessio Micheli, Marco Podda
2019ESANNDetecting Black-box Adversarial Examples through Nonlinear Dimensionality Reduction.Francesco Crecchi, Davide Bacciu, Battista Biggio
2019ICANNLinear Memory Networks.Davide Bacciu, Antonio Carta, Alessandro Sperduti
2019IJCNNBayesian Tensor Factorisation for Bottom-up Hidden Tree Markov Models.Daniele Castellana, Davide Bacciu
2018ESANNMixture of Hidden Markov Model as Tree Encoder.Davide Bacciu, Daniele Castellana
2018ESANNBioinformatics and medicine in the era of deep learning.Davide Bacciu, Paulo Lisboa, Jos D. Martn, Ruxandra Stoean, Alfredo Vellido
2018ICMLContextual Graph Markov Model: A Deep and Generative Approach to Graph Processing.Davide Bacciu, Federico Errica, Alessio Micheli
2018IJCNNConcentric ESN: Assessing the Effect of Modularity in Cycle Reservoirs.Davide Bacciu, Andrea Bongiorno
2017ESANNELM Preference Learning for Physiological Data.Davide Bacciu, Michele Colombo, Davide Morelli, David Plans
2017IJCNNDropIn: Making reservoir computing neural networks robust to missing inputs by dropout.Davide Bacciu, Francesco Crecchi, Davide Morelli
2016ESANNA reservoir activation kernel for trees.Davide Bacciu, Claudio Gallicchio, Alessio Micheli
2016FUNLOL: An Investigation into Cybernetic Humor, or: Can Machines Laugh?.Davide Bacciu, Vincenzo Gervasi, Giuseppe Prencipe
2015EPIASmart Environments and Context-Awareness for Lifestyle Management in a Healthy Active Ageing Framework.Davide Bacciu, Stefano Chessa, Claudio Gallicchio, Alessio Micheli, Erina Ferro, Luigi Fortunati, Filippo Palumbo, Oberdan Parodi, Federico Vozzi, Sten Hanke, Johannes Kropf, Karl Kreiner
2015ESANNESNigma: efficient feature selection for echo state networks.Davide Bacciu, Filippo Benedetti, Alessio Micheli
2014EANNAn Iterative Feature Filter for Sensor Timeseries in Pervasive Computing Applications.Davide Bacciu
2014ICONIPModeling Bi-directional Tree Contexts by Generative Transductions.Davide Bacciu, Alessio Micheli, Alessandro Sperduti
2014IJCNNIntegrating bi-directional contexts in a generative kernel for trees.Davide Bacciu, Alessio Micheli, Alessandro Sperduti
2012ESANNInput-Output Hidden Markov Models for trees.Davide Bacciu, Alessio Micheli, Alessandro Sperduti
2012ICANNA Generative Multiset Kernel for Structured Data.Davide Bacciu, Alessio Micheli, Alessandro Sperduti
2011IJCNNAdaptive tree kernel by multinomial generative topographic mapping.Davide Bacciu, Alessio Micheli, Alessandro Sperduti
2010ICONIPBottom-Up Generative Modeling of Tree-Structured Data.Davide Bacciu, Alessio Micheli, Alessandro Sperduti
2010IJCNNCompositional generative mapping of structured data.Davide Bacciu, Alessio Micheli, Alessandro Sperduti
2010SACAdaptive fuzzy-valued service selection.Davide Bacciu, Maria Grazia Buscemi, Lusine Mkrtchyan
2009IJCNNPatient stratification with competing risks by multivariate Fisher distance.Davide Bacciu, Ian H. Jarman, Terence A. Etchells, Paulo J. G. Lisboa
2008KESAre Model-Based Clustering and Neural Clustering Consistent? A Case Study from Bioinformatics.Davide Bacciu, Elia Biganzoli, Paulo J. G. Lisboa, Antonina Starita
2007ICONIPConvergence Behavior of Competitive Repetition-Suppression Clustering.Davide Bacciu, Antonina Starita
2007IJCNNA Robust Bio-Inspired Clustering Algorithm for the Automatic Determination of Unknown Cluster Number.Davide Bacciu, Antonina Starita
2006ICANNCompetitive Repetition-suppression (CoRe) Learning.Davide Bacciu, Antonina Starita
2004IROSA RLWPR network for learning the internal model of an anthropomorphic robot arm.Davide Bacciu, Loredana Zollo, Eugenio Guglielmelli, Fabio Leoni, Antonina Starita