Lorenzo Loconte

14 papers A* 4Journal 10
YearRankTypeTitle / Venue / Authors
2025 J jnl
Fast and Expressive Multi-Token Prediction with Probabilistic Circuits.
CoRR
Andreas Grivas, Lorenzo Loconte, Emile van Krieken, Piotr Nawrot, Yu Zhao, Euan Wielewski, Pasquale Minervini, Edoardo Maria Ponti, Antonio Vergari
2025 J jnl
How to Square Tensor Networks and Circuits Without Squaring Them.
CoRR
Lorenzo Loconte, Adrián Javaloy, Antonio Vergari
2025 A* conf
Is Complex Query Answering Really Complex?
ICML
Cosimo Gregucci, Bo Xiong, Daniel Hernández, Lorenzo Loconte, Pasquale Minervini, Steffen Staab, Antonio Vergari
2025 A* conf
Sum of Squares Circuits.
AAAI
Lorenzo Loconte, Stefan Mengel, Antonio Vergari
2025 J jnl
What is the Relationship between Tensor Factorizations and Circuits (and How Can We Exploit it)?
Trans. Mach. Learn. Res.
Lorenzo Loconte, Antonio Mari, Gennaro Gala, Robert Peharz, Cassio de Campos, Erik Quaeghebeur, Gennaro Vessio, Antonio Vergari
2024 J jnl
Is Complex Query Answering Really Complex?
CoRR
Cosimo Gregucci, Bo Xiong, Daniel Hernández, Lorenzo Loconte, Pasquale Minervini, Steffen Staab, Antonio Vergari
2024 J jnl
On Faster Marginalization with Squared Circuits via Orthonormalization.
CoRR
Lorenzo Loconte, Antonio Vergari
2024 A* conf
Subtractive Mixture Models via Squaring: Representation and Learning.
ICLR
Lorenzo Loconte, Aleksanteri M. Sladek, Stefan Mengel, Martin Trapp, Arno Solin, Nicolas Gillis, Antonio Vergari
2024 J jnl
Sum of Squares Circuits.
CoRR
Lorenzo Loconte, Stefan Mengel, Antonio Vergari
2024 J jnl
What is the Relationship between Tensor Factorizations and Circuits (and How Can We Exploit it)?
CoRR
Lorenzo Loconte, Antonio Mari, Gennaro Gala, Robert Peharz, Cassio de Campos, Erik Quaeghebeur, Gennaro Vessio, Antonio Vergari
2023 J jnl
How to Turn Your Knowledge Graph Embeddings into Generative Models via Probabilistic Circuits.
CoRR
Lorenzo Loconte, Nicola Di Mauro, Robert Peharz, Antonio Vergari
2023 A* conf
How to Turn Your Knowledge Graph Embeddings into Generative Models.
NeurIPS
Lorenzo Loconte, Nicola Di Mauro, Robert Peharz, Antonio Vergari
2023 J jnl
Subtractive Mixture Models via Squaring: Representation and Learning.
CoRR
Lorenzo Loconte, Aleksanteri M. Sladek, Stefan Mengel, Martin Trapp, Arno Solin, Nicolas Gillis, Antonio Vergari
2022 J jnl
DeeProb-kit: a Python Library for Deep Probabilistic Modelling.
CoRR
Lorenzo Loconte, Gennaro Gala