Graph-Conditional Flow Matching for Relational Data Generation.

Sebastiano Saccani Davide Scassola Sebastiano Saccani Luca Bortolussi Graph-Conditional Flow Matching for Relational Data Generation. 25209-25217 2026 AAAI https://doi.org/10.1609/aaai.v40i30.39712 conf/aaai/2026 db/conf/aaai/aaai2026.html#ScassolaSB26

Davide Scassola Dylan Ponsford Adrián Javaloy Sebastiano Saccani Luca Bortolussi Henry Gouk Antonio Vergari A Sobering Look at Tabular Data Generation via Probabilistic Circuits. 2026 March abs/2603.23016 CoRR https://doi.org/10.48550/arXiv.2603.23016 db/journals/corr/corr2603.html#abs-2603-23016 streams/journals/corr

Davide Scassola Andrea Coser Sebastiano Saccani ReMIA: a Powerful and Efficient Alternative to Membership Inference Attacks against Synthetic Data Generators. 2026 May abs/2605.14686 CoRR https://doi.org/10.48550/arXiv.2605.14686 db/journals/corr/corr2605.html#abs-2605-14686 streams/journals/corr

Michele Berti Matheus Camilo da Silva Sebastiano Saccani Sylvio Barbon Junior Meta-learning approach for variational autoencoder hyperparameter tuning. 668-682 2025 31 J. Univers. Comput. Sci. 7 https://doi.org/10.3897/jucs.124087 db/journals/jucs/jucs31.html#BertiSSJ25 streams/journals/jucs

Davide Scassola Sebastiano Saccani Ginevra Carbone Luca Bortolussi Zero-Shot Conditioning of Score-Based Diffusion Models by Neuro-Symbolic Constraints. 20302-20309 2025 AAAI https://doi.org/10.1609/aaai.v39i19.34236 conf/aaai/2025 db/conf/aaai/aaai2025.html#ScassolaSCB25

Milton Nicolás Plasencia Palacios Sebastiano Saccani Gabriele Sgroi Alexander T. P. Boudewijn Luca Bortolussi Contrastive Learning-Based privacy metrics in Tabular Synthetic Datasets. 2025 February abs/2502.13833 CoRR https://doi.org/10.48550/arXiv.2502.13833 db/journals/corr/corr2502.html#abs-2502-13833 streams/journals/corr

Davide Scassola Sebastiano Saccani Luca Bortolussi Graph Conditional Flow Matching for Relational Data Generation. 2025 May abs/2505.15668 CoRR https://doi.org/10.48550/arXiv.2505.15668 db/journals/corr/corr2505.html#abs-2505-15668 streams/journals/corr

Milton Nicolás Plasencia Palacios Alexander T. P. Boudewijn Sebastiano Saccani Andrea Filippo Ferraris Diana Sofronieva Giuseppe D'Acquisto Filiberto Brozzetti Daniele Panfilo Luca Bortolussi Empirical Evaluation of Structured Synthetic Data Privacy Metrics: Novel experimental framework. 2025 December abs/2512.16284 CoRR https://doi.org/10.48550/arXiv.2512.16284 db/journals/corr/corr2512.html#abs-2512-16284 streams/journals/corr

Daniele Panfilo Alexander T. P. Boudewijn Sebastiano Saccani Andrea Coser Borut Svara Carlo Rossi Chauvenet Ciro Antonio Mami Eric Medvet A Deep Learning-Based Pipeline for the Generation of Synthetic Tabular Data. 63306-63323 2023 11 IEEE Access https://doi.org/10.1109/ACCESS.2023.3288336 db/journals/access/access11.html#PanfiloBSCSCMM23

Davide Scassola Sebastiano Saccani Ginevra Carbone Luca Bortolussi Conditioning Score-Based Generative Models by Neuro-Symbolic Constraints. 2023 abs/2308.16534 CoRR https://doi.org/10.48550/arXiv.2308.16534 db/journals/corr/corr2308.html#abs-2308-16534

Ciro Antonio Mami Andrea Coser Eric Medvet Alexander T. P. Boudewijn Marco Volpe 0004 Michael Whitworth Borut Svara Gabriele Sgroi Daniele Panfilo Sebastiano Saccani Generating Realistic Synthetic Relational Data through Graph Variational Autoencoders. 2022 abs/2211.16889 CoRR https://doi.org/10.48550/arXiv.2211.16889 db/journals/corr/corr2211.html#abs-2211-16889

Michele Berti Luca Bortolussi Alexander T. P. Boudewijn Filiberto Brozzetti Ginevra Carbone Carlo Rossi Chauvenet Andrea Coser Giuseppe D'Acquisto Andrea Filippo Ferraris Henry Gouk Adrián Javaloy Sylvio Barbon Junior Ciro Antonio Mami Eric Medvet Milton Nicolás Plasencia Palacios Daniele Panfilo Dylan Ponsford Davide Scassola Gabriele Sgroi Matheus Camilo da Silva Diana Sofronieva Borut Svara Antonio Vergari Marco Volpe 0004 Michael Whitworth