Antonio Vergari

Cited by

	All	Since 2018
Citations	1388	1340
h-index	20	20
i10-index	27	26

340

170

255

2016201720182019202020212022202315 29 53 131 211 314 337 293

Public access

View all

23 articles

0 articles

available

not available

Based on funding mandates

Co-authors

Nicola Di MauroAssociate Professor of Computer Science, University of BariVerified email at uniba.it
Floriana EspositoProfessore di Informatica, Università degli Studi "Aldo Moro" Bari ItalyVerified email at uniba.it
Robert PeharzAssistant Professor of AI, TU GrazVerified email at tugraz.at
Guy Van den BroeckAssociate Professor and Samueli Fellow, UCLAVerified email at cs.ucla.edu
Kristian KerstingProfessor of AI & ML, TU Darmstadt, Co-Director hessian.ai, DFKI, Germany, CLAIRE & ELLISVerified email at cs.tu-darmstadt.de
Alejandro MolinaAmazonVerified email at amazon.com
Karl StelznerTU DarmstadtVerified email at cs.tu-darmstadt.de
YooJung ChoiAssistant Professor, Arizona State UniversityVerified email at asu.edu
Zoubin GhahramaniProfessor, University of Cambridge, and Distinguished Researcher, GoogleVerified email at eng.cam.ac.uk
Martin TrappMachine learning researcher, Aalto UniversityVerified email at aalto.fi
Teresa Maria Altomare BasileRicercatore, Università degli Studi di BariVerified email at uniba.it
Xiaoting ShaoTU DarmstadtVerified email at cs.tu-darmstadt.de
Pasha KhosraviComputer Science PhD Student at UCLAVerified email at cs.ucla.edu
Stefano TesoAssistant Professor, University of TrentoVerified email at unitn.it
Zhe ZengUniversity of California, Los AngelesVerified email at cs.ucla.edu
Meihua DangStudent, UCLAVerified email at cs.ucla.edu
Michael J. BlackMax Planck Institute for Intelligent SystemsVerified email at tuebingen.mpg.de
Mehdi S. M. SajjadiSenior Research Scientist, Google DeepMindVerified email at google.com
Bernhard SchölkopfDirector, Max Planck Institute for Intelligent Systems & ELLIS Institute Tübingen; Professor at ETHVerified email at tuebingen.mpg.de
Sriraam NatarajanUniversity of Texas at DallasVerified email at utdallas.edu

Antonio Vergari

Reader (Associate Professor), University of Edinburgh, UK

Verified email at ed.ac.uk - Homepage

Artificial Intelligence Probabilistic Machine Learning Probabilistic Circuits Neuro-Symbolic AI


Title Sort by citations Sort by year Sort by title	Cited by Cited by	Year
From Variational to Deterministic Autoencoders P Ghosh, MSM Sajjadi, A Vergari, M Black, B Schölkopf Proceedings of the Eight International Conference on Learning …, 2020	270	2020
Random Sum-Product Networks: A Simple and Effective Approach to Probabilistic Deep Learning R Peharz, A Vergari, K Stelzner, A Molina, X Shao, M Trapp, K Kersting, ... Proceedings of UAI, 2019	131*	2019
Simplifying, regularizing and strengthening sum-product network structure learning A Vergari, N Di Mauro, F Esposito Machine Learning and Knowledge Discovery in Databases: European Conference …, 2015	112	2015
Mixed sum-product networks: A deep architecture for hybrid domains A Molina, A Vergari, N Di Mauro, S Natarajan, F Esposito, K Kersting Proceedings of the AAAI Conference on Artificial Intelligence 32 (1), 2018	110	2018
Einsum networks: Fast and scalable learning of tractable probabilistic circuits R Peharz, S Lang, A Vergari, K Stelzner, A Molina, M Trapp, ... International Conference on Machine Learning, 7563-7574, 2020	86	2020
Probabilistic circuits: A unifying framework for tractable probabilistic models YJ Choi, A Vergari, G Van den Broeck Technical report, 2021	65*	2021
SPFlow: An Easy and Extensible Library for Deep Probabilistic Learning using Sum-Product Networks A Molina, A Vergari, K Stelzner, R Peharz, P Subramani, N Di Mauro, ... arXiv preprint arXiv:1901.03704, 2019	55	2019
Visualizing and understanding sum-product networks A Vergari, N Di Mauro, F Esposito Machine Learning 108, 551-573, 2019	41	2019
On tractable computation of expected predictions P Khosravi, YJ Choi, Y Liang, A Vergari, G Van den Broeck Advances in Neural Information Processing Systems, 11169-11180, 2019	40	2019
Conditional Sum-Product Networks: Imposing Structure on Deep Probabilistic Architectures X Shao, A Molina, A Vergari, K Stelzner, R Peharz, T Liebig, K Kersting The 10th International Conference on Probabilistic Graphical Models, 2020	38	2020
A Compositional Atlas of Tractable Circuit Operations for Probabilistic Inference A Vergari, YJ Choi, A Liu, S Teso, G Van den Broeck	37*	2021
Automatic bayesian density analysis A Vergari, A Molina, R Peharz, Z Ghahramani, K Kersting, I Valera Proceedings of the AAAI Conference on Artificial Intelligence 33 (01), 5207-5215, 2019	35	2019
Strudel: Learning Structured-Decomposable Probabilistic Circuits M Dang, A Vergari, GV Broeck The 10th International Conference on Probabilistic Graphical Models, 2020	32	2020
End-to-end Learning of Deep Spatio-temporal Representations for Satellite Image Time Series Classification N Di Mauro, A Vergari, TMA Basile, FG Ventola, F Esposito Proceedings of the ECML/PKDD Discovery Challenges co-located with European …, 2017	30	2017
Handling Missing Data in Decision Trees: A Probabilistic Approach P Khosravi, A Vergari, YJ Choi, Y Liang, GV Broeck arXiv preprint arXiv:2006.16341, 2020	27	2020
Probabilistic circuits: Representations, inference, learning and applications A Vergari, Y Choi, R Peharz, G Van den Broeck AAAI Tutorial, 2020	25	2020
Semantic Probabilistic Layers for Neuro-Symbolic Learning K Ahmed, S Teso, KW Chang, GV Broeck, A Vergari NeurIPS 2022, 2022	23	2022
Juice: A julia package for logic and probabilistic circuits M Dang, P Khosravi, Y Liang, A Vergari, G Van den Broeck Proceedings of the AAAI Conference on Artificial Intelligence 35 (18), 16020 …, 2021	23	2021
Learning Accurate Cutset Networks by Exploiting Decomposability N Di Mauro, A Vergari, F Esposito AI* IA 2015, Advances in Artificial Intelligence, 221-232, 2015	23	2015
Sum-product autoencoding: Encoding and decoding representations using sum-product networks A Vergari, R Peharz, N Di Mauro, A Molina, K Kersting, F Esposito Proceedings of the AAAI Conference on Artificial Intelligence 32 (1), 2018	20	2018

The system can't perform the operation now. Try again later.

Articles 1–20

Citations per year

Duplicate citations

Merged citations

Add co-authorsCo-authors

Follow

Cited by

Co-authors