Gilles Audemard

9 papers · 2013–2024 · 3 conferences · across top CS/AI conferences

Achievements

🌍 Conference Polyglot (3) 🌉 Interdisciplinary Bridge 🧭 Keyword Pioneer 🗺️ Taxonomy Completionist (10) 🏃 Academic Marathon (11) 🐝 Cross-Pollinator (13) 🚀 Conference Pioneer

Conferences

IJCAI (6) AAAI (2) AISTATS (1)

Top co-authors

Jean-Marie Lagniez (8) Pierre Marquis (7) Nicolas Szczepanski (4) Steve Bellart (3) Frédéric Koriche (2) Louènas Bounia (2) Bertrand Mazure (1) Thibault Falque (1) Christophe Lecoutre (1) Laurent Simon (1)

Keywords

abductive explanation (5) decision tree (4) random forest (4) explainable ai (4) contrastive explanation (2) boosted tree (2) scheduling optimization (1) polynomial time (1) local explanation (1) model explanation (1) tree-based model (1) constraint programming (1) preference model (1) coverage condition (1) majoritary reason (1) domain theory (1) boosted regression tree (1) boolean condition (1) cegar algorithm (1) implicant explanation (1)

Papers

On the Computation of Example-Based Abductive Explanations for Random Forests IJCAI 2024

Deriving Provably Correct Explanations for Decision Trees: The Impact of Domain Theories IJCAI 2024

PyXAI: An XAI Library for Tree-Based Models IJCAI 2024

Check-In Desk Scheduling Optimisation at CDG International Airport AAAI 2024

Computing Abductive Explanations for Boosted Trees AISTATS 2023

Computing Abductive Explanations for Boosted Regression Trees IJCAI 2023

On Preferred Abductive Explanations for Decision Trees and Random Forests IJCAI 2022

Trading Complexity for Sparsity in Random Forest Explanations AAAI 2022

Just-in-Time Compilation of Knowledge Bases IJCAI 2013