output
20142024
most citedModel Interpretability through the Lens of Computational Complexity

38 citations

6 papers

cs.DB2024★ 21 cited

The Shapley Value in Database Management

Leopoldo Bertossi, Benny Kimelfeld, Ester Livshits +1

Attribution scores can be applied in data management to quantify the contribution of individual items to conclusions from the data, as part of the explanation of what led to these…

cs.DB2023★ 1 cited

Static Analysis of Graph Database Transformations

Iovka Boneva, Benoit Groz, Jan Hidders +2

We investigate graph transformations, defined using Datalog-like rules based on acyclic conjunctive two-way regular path queries (acyclic C2RPQs), and we study two fundamental stat…

cs.AI2020★ 38 cited

Model Interpretability through the Lens of Computational Complexity

Pablo Barceló, Mikaël Monet, Jorge Pérez +1

In spite of several claims stating that some models are more interpretable than others -- e.g., "linear models are more interpretable than deep neural networks" -- we still lack a…

cs.LO2020★ 8 cited

Containment in Monadic Disjunctive Datalog, MMSNP, and Expressive Description Logics

Pierre Bourhis, Carsten Lutz

We study query containment in three closely related formalisms: monadic disjunctive Datalog (MDDLog), MMSNP (a logical generalization of constraint satisfaction problems), and onto…

cs.FL2014

The Emptiness Problem for Tree Automata with at Least One Disequality Constraint is NP-hard

P. -C Héam, V. Hugot, O. Kouchnarenko

The model of tree automata with equality and disequality constraints was introduced in 2007 by Filiot, Talbot and Tison. In this paper we show that if there is at least one disequa…

cs.DB2014★ 6 cited

Query Containment for Highly Expressive Datalog Fragments

Pierre Bourhis, Markus Krötzsch, Sebastian Rudolph

The containment problem of Datalog queries is well known to be undecidable. There are, however, several Datalog fragments for which containment is known to be decidable, most notab…