TreeGen: A Bayesian Generative Model for Hierarchies.

Filippo Guerranti Marcel Kollovieh Nils Fleischmann Filippo Guerranti Bertrand Charpentier Stephan Günnemann TreeGen: A Bayesian Generative Model for Hierarchies. 2025 NeurIPS http://papers.nips.cc/paper_files/paper/2025/hash/7926a9c34166da5a6a681cc0fe6d8a28-Abstract-Conference.html conf/nips/2025 db/conf/nips/neurips2025.html#KolloviehFGCG25 Kristiyan Sakalyan Alessandro Palma Filippo Guerranti Fabian J. Theis Stephan Günnemann Modeling Microenvironment Trajectories on Spatial Transcriptomics with NicheFlow. 2025 NeurIPS http://papers.nips.cc/paper_files/paper/2025/hash/954d303839bf7fc458acea7384322255-Abstract-Conference.html conf/nips/2025 db/conf/nips/neurips2025.html#SakalyanPGTG25

Rafiq Kamel Filippo Guerranti Simon Geisler Stephan Günnemann SAFT: Structure-Aware Fine-Tuning of LLMs for AMR-to-Text Generation. 2025 July abs/2507.13381 CoRR https://doi.org/10.48550/arXiv.2507.13381 db/journals/corr/corr2507.html#abs-2507-13381 streams/journals/corr

Filippo Guerranti Fabrizio Forte Simon Geisler Stephan Günnemann Long-Range Graph Wavelet Networks. 2025 September abs/2509.06743 CoRR https://doi.org/10.48550/arXiv.2509.06743 db/journals/corr/corr2509.html#abs-2509-06743 streams/journals/corr

Kristiyan Sakalyan Alessandro Palma Filippo Guerranti Fabian J. Theis Stephan Günnemann Modeling Microenvironment Trajectories on Spatial Transcriptomics with NicheFlow. 2025 November abs/2511.00977 CoRR https://doi.org/10.48550/arXiv.2511.00977 db/journals/corr/corr2511.html#abs-2511-00977 streams/journals/corr

Filippo Guerranti Zinuo Yi Anna Starovoit Rafiq Kamel Simon Geisler Stephan Günnemann On the Adversarial Robustness of Graph Contrastive Learning Methods. 2023 abs/2311.17853 CoRR https://doi.org/10.48550/arXiv.2311.17853 db/journals/corr/corr2311.html#abs-2311-17853

Filippo Guerranti Mirco Mannino Federica Baccini Pietro Bongini Niccolò Pancino Anna Visibelli Sara Marziali CaregiverMatcher: graph neural networks for connecting caregivers of rare disease patients. 1696-1704 2021 KES https://doi.org/10.1016/j.procs.2021.08.174 conf/kes/2021 db/conf/kes/kes2021.html#GuerrantiMBBPVM21 Federica Baccini Pietro Bongini Bertrand Charpentier Nils Fleischmann Fabrizio Forte Simon Geisler Stephan Günnemann Rafiq Kamel Marcel Kollovieh Mirco Mannino Sara Marziali Alessandro Palma Niccolò Pancino Kristiyan Sakalyan Anna Starovoit Fabian J. Theis Anna Visibelli Zinuo Yi