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Barceló, Pablo
21 publications
ICML
2025
Ehrenfeucht-Haussler Rank and Chain of Thought
Pablo Barcelo
,
Alexander Kozachinskiy
,
Tomasz Steifer
ICML
2025
How Expressive Are Knowledge Graph Foundation Models?
Xingyue Huang
,
Pablo Barcelo
,
Michael M. Bronstein
,
Ismail Ilkan Ceylan
,
Mikhail Galkin
,
Juan L Reutter
,
Miguel Romero Orth
TMLR
2025
Link Prediction with Relational Hypergraphs
Xingyue Huang
,
Miguel Romero Orth
,
Pablo Barcelo
,
Michael M. Bronstein
,
Ismail Ilkan Ceylan
JAIR
2025
On Computing Probabilistic Explanations for Decision Trees
Marcelo Arenas
,
Pablo Barceló
,
Alexander Kozachinskiy
,
Miguel Romero
,
Bernardo Subercaseaux
LoG
2025
UnRavL: A Neuro-Symbolic Framework for Answering Graph Pattern Queries in Knowledge Graphs
Tamara Cucumides
,
Daniel Daza
,
Pablo Barcelo
,
Michael Cochez
,
Floris Geerts
,
Juan L Reutter
,
Miguel Romero Orth
ICLR
2024
Logical Languages Accepted by Transformer Encoders with Hard Attention
Pablo Barcelo
,
Alexander Kozachinskiy
,
Anthony Widjaja Lin
,
Vladimir Podolskii
ICLR
2024
On the Power of the Weisfeiler-Leman Test for Graph Motif Parameters
Matthias Lanzinger
,
Pablo Barcelo
NeurIPS
2023
A Theory of Link Prediction via Relational Weisfeiler-Leman on Knowledge Graphs
Xingyue Huang
,
Miguel Romero
,
Ismail Ceylan
,
Pablo Barceló
JMLR
2023
On the Complexity of SHAP-Score-Based Explanations: Tractability via Knowledge Compilation and Non-Approximability Results
Marcelo Arenas
,
Pablo Barcelo
,
Leopoldo Bertossi
,
Mikael Monet
NeurIPS
2023
Three Iterations of (d − 1)-WL Test Distinguish Non Isometric Clouds of D-Dimensional Points
Valentino Delle Rose
,
Alexander Kozachinskiy
,
Cristobal Rojas
,
Mircea Petrache
,
Pablo Barceló
NeurIPS
2022
On Computing Probabilistic Explanations for Decision Trees
Marcelo Arenas
,
Pablo Barceló
,
Miguel Romero Orth
,
Bernardo Subercaseaux
LoG
2022
Weisfeiler and Leman Go Relational
Pablo Barcelo
,
Mikhail Galkin
,
Christopher Morris
,
Miguel Romero Orth
JMLR
2021
Attention Is Turing-Complete
Jorge Pérez
,
Pablo Barceló
,
Javier Marinkovic
NeurIPS
2021
Foundations of Symbolic Languages for Model Interpretability
Marcelo Arenas
,
Daniel Báez
,
Pablo Barceló
,
Jorge Pérez
,
Bernardo Subercaseaux
NeurIPS
2021
Graph Neural Networks with Local Graph Parameters
Pablo Barceló
,
Floris Geerts
,
Juan Reutter
,
Maksimilian Ryschkov
AAAI
2021
The Tractability of SHAP-Score-Based Explanations for Classification over Deterministic and Decomposable Boolean Circuits
Marcelo Arenas
,
Pablo Barceló
,
Leopoldo E. Bertossi
,
Mikaël Monet
NeurIPS
2020
Model Interpretability Through the Lens of Computational Complexity
Pablo Barceló
,
Mikaël Monet
,
Jorge Pérez
,
Bernardo Subercaseaux
ICLR
2020
The Logical Expressiveness of Graph Neural Networks
Pablo Barceló
,
Egor V. Kostylev
,
Mikael Monet
,
Jorge Pérez
,
Juan Reutter
,
Juan Pablo Silva
ICLR
2019
On the Turing Completeness of Modern Neural Network Architectures
Jorge Pérez
,
Javier Marinković
,
Pablo Barceló
JAIR
2018
Bisimulations on Data Graphs
Sergio Abriola
,
Pablo Barceló
,
Diego Figueira
,
Santiago Figueira
IJCAI
2018
First-Order Rewritability of Frontier-Guarded Ontology-Mediated Queries
Pablo Barceló
,
Gerald Berger
,
Carsten Lutz
,
Andreas Pieris