activity
20162026
most citedModel Interpretability through the Lens of Computational Complexity

38 citations · 99 across the 20 of their papers we have counts for

collaborators

27 papers

cs.DM2026

Graphs with Bounded Push-Pop Walk Orderings

Antoine Amarilli, Claire David, Nadime Francis +3

Consider a directed graph G and the (generally infinite) set Walks(G) of the walks in that graph. We are interested in ordering Walks(G) as w1, w2,... in a way that ensures that ea…

cs.DB2026

Path Length Existence Problems in Bounded-Treewidth Probabilistic Graphs

Antoine Amarilli, Mikaël Monet, Harshul Sagar

We consider the problem of computing the probability of existence of a source-to-target path or walk satisfying a given length constraint in an input probabilistic graph. The lengt…

cs.DS2026

The S-Hamiltonian Cycle Problem

Antoine Amarilli, Arthur Lombardo, Mikaël Monet

Determining if an input undirected graph is Hamiltonian, i.e., if it has a cycle that visits every vertex exactly once, is one of the most famous NP-complete problems. We consider…

cs.DS2026

Gray Codes With Constant Delay and Constant Auxiliary Space

Antoine Amarilli, Claire David, Nadime Francis +3

We give the first two algorithms to enumerate all binary words of (like Gray codes) while ensuring that the delay and the auxiliary space is independent from ,…

cs.FL2025

Locality Testing for NFAs is PSPACE-complete

Antoine Amarilli, Mikaël Monet, Rémi De Pretto

The class of local languages is a well-known subclass of the regular languages that admits many equivalent characterizations. In this short note we establish the PSPACE-completenes…

cs.DS2025

Confluence of the Node-Domination and Edge-Domination Hypergraph Rewrite Rules

Antoine Amarilli, Mikaël Monet, Rémi De Pretto

In this note, we study two rewrite rules on hypergraphs, called edge-domination and node-domination, and show that they are confluent. These rules are rather natural and commonly u…

cs.FL2025

On the Complexity of Language Membership for Probabilistic Words

Antoine Amarilli, Mikaël Monet, Paul Raphaël +1

We study the membership problem to context-free languages (CFLs) on probabilistic words, that specify for each position a probability distribution on the letters. Our task is to co…

cs.DB2024

Resilience for Regular Path Queries: Towards a Complexity Classification

Antoine Amarilli, Wolfgang Gatterbauer, Neha Makhija +2

The resilience problem for a query and an input set or bag database is to compute the minimum number of facts to remove from the database to make the query false. In this paper, we…

cs.DS2024★ 1 cited

A Circus of Circuits: Connections Between Decision Diagrams, Circuits, and Automata

Antoine Amarilli, Marcelo Arenas, YooJung Choi +3

This document is an introduction to two related formalisms to define Boolean functions: binary decision diagrams, and Boolean circuits. It presents these formalisms and several of…

math.CO2024

The Non-Cancelling Intersections Conjecture

Antoine Amarilli, Mikaël Monet, Dan Suciu

In this note, we present a conjecture on intersections of set families, and a rephrasing of the conjecture in terms of principal downsets of Boolean lattices. The conjecture inform…

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.DB2024★ 2 cited

Expected Shapley-Like Scores of Boolean Functions: Complexity and Applications to Probabilistic Databases

Pratik Karmakar, Mikaël Monet, Pierre Senellart +1

Shapley values, originating in game theory and increasingly prominent in explainable AI, have been proposed to assess the contribution of facts in query answering over databases, a…

cs.DB2023

Ranked Enumeration for MSO on Trees via Knowledge Compilation

Antoine Amarilli, Pierre Bourhis, Florent Capelli +1

We study the problem of enumerating the satisfying assignments for circuit classes from knowledge compilation, where assignments are ranked in a specific order. In particular, we s…

cs.CC2022

Weighted Counting of Matchings in Unbounded-Treewidth Graph Families

Antoine Amarilli, Mikaël Monet

We consider a weighted counting problem on matchings, denoted , on an arbitrary fixed graph family . The input consists of a graph $G…

cs.DB2022

Computing the Shapley Value of Facts in Query Answering

Daniel Deutch, Nave Frost, Benny Kimelfeld +1

The Shapley value is a game-theoretic notion for wealth distribution that is nowadays extensively used to explain complex data-intensive computation, for instance, in network analy…

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.DB2020

The Complexity of Counting Problems over Incomplete Databases

Marcelo Arenas, Pablo Barceló, Mikaël Monet

We study the complexity of various fundamental counting problems that arise in the context of incomplete databases, i.e., relational databases that can contain unknown values in th…

cs.AI2020★ 1 cited

The Tractability of SHAP-Score-Based Explanations over Deterministic and Decomposable Boolean Circuits

Marcelo Arenas, Pablo Barceló Leopoldo Bertossi, Mikaël Monet

Scores based on Shapley values are widely used for providing explanations to classification results over machine learning models. A prime example of this is the influential SHAP-sc…

cs.DB2019★ 1 cited

Towards Deterministic Decomposable Circuits for Safe Queries

Mikaël Monet, Dan Olteanu

There exist two approaches for exact probabilistic inference of UCQs on tuple-independent databases. In the extensional approach, query evaluation is performed within a DBMS by exp…

cs.DB2019★ 4 cited

Solving a Special Case of the Intensional vs Extensional Conjecture in Probabilistic Databases

Mikaël Monet

We consider the problem of exact probabilistic inference for Union of Conjunctive Queries (UCQs) on tuple-independent databases. For this problem, two approaches currently coexist.…

cs.DB2019★ 1 cited

Counting Problems over Incomplete Databases

Marcelo Arenas, Pablo Barceló, Mikaël Monet

We study the complexity of various fundamental counting problems that arise in the context of incomplete databases, i.e., relational databases that can contain unknown values in th…

cs.DB2018★ 14 cited

Connecting Knowledge Compilation Classes and Width Parameters

Antoine Amarilli, Florent Capelli, Mikaël Monet +1

The field of knowledge compilation establishes the tractability of many tasks by studying how to compile them to Boolean circuit classes obeying some requirements such as structure…

cs.DB2018★ 1 cited

Evaluating Datalog via Tree Automata and Cycluits

Antoine Amarilli, Pierre Bourhis, Mikaël Monet +1

We investigate parameterizations of both database instances and queries that make query evaluation fixed-parameter tractable in combined complexity. We show that clique-frontier-gu…

cs.DB2017★ 3 cited

Connecting Width and Structure in Knowledge Compilation (Extended Version)

Antoine Amarilli, Mikaël Monet, Pierre Senellart

Several query evaluation tasks can be done via knowledge compilation: the query result is compiled as a lineage circuit from which the answer can be determined. For such tasks, it…