Louènas Bounia
5 papers · 2022–2026 · 3 venues · across top CS/AI venues
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Achievements
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🌍
Conference Polyglot · Bronze
🌉
Interdisciplinary Bridge · Bronze
🗺️
Taxonomy Completionist
(10)
Top co-authors
Research topics
Keywords
decision tree
(5)
abductive explanation
(4)
random forest
(3)
probabilistic explanation
(2)
greedy algorithm
(1)
approximation algorithm
(1)
model explanation
(1)
approximation guarantee
(1)
pareto optimization
(1)
user preference
(1)
preference model
(1)
majoritary reason
(1)
implicant explanation
(1)
supermodular minimization
(1)
submodular optimization
(1)
path explanation
(1)
explanation generation
(1)
explainable ai
(1)
feature importance
(1)
Papers
Pareto-Optimal Probabilistic Explanations: Balancing Cognitive Constraints and User Preferences
UAI 2026
Using Submodular Optimization to Approximate Minimum-Size Abductive Path Explanations for Tree-Based Models
UAI 2025
Approximating probabilistic explanations via supermodular minimization
UAI 2023
On Preferred Abductive Explanations for Decision Trees and Random Forests
IJCAI 2022
Trading Complexity for Sparsity in Random Forest Explanations
AAAI 2022