Clément Bénard

Publication Activity (10 Years)

Years Active: 2019-2024
Publications (10 Years): 9

Top Topics

Rule Extraction

Theoretical Considerations

Top Venues

Publications

Clément Bénard, Jeffrey Näf, Julie Josse
MMD-based Variable Importance for Distributional Random Forest. AISTATS (2024)
Clément Bénard, Brian Staber, Sébastien Da Veiga
Kernel Stein Discrepancy thinning: a theoretical perspective of pathologies and a practical fix with regularization. NeurIPS (2023)
Clément Bénard, Jeffrey Näf, Julie Josse
MMD-based Variable Importance for Distributional Random Forest. CoRR (2023)
Clément Bénard, Gérard Biau, Sébastien Da Veiga, Erwan Scornet
SHAFF: Fast and consistent SHApley eFfect estimates via random Forests. AISTATS (2022)
Clément Bénard, Gérard Biau, Sébastien Da Veiga, Erwan Scornet
Interpretable Random Forests via Rule Extraction. AISTATS (2021)
Clément Bénard, Gérard Biau, Sébastien Da Veiga, Erwan Scornet
SHAFF: Fast and consistent SHApley eFfect estimates via random Forests. CoRR (2021)
Clément Bénard, Sébastien Da Veiga, Erwan Scornet
MDA for random forests: inconsistency, and a practical solution via the Sobol-MDA. CoRR (2021)
Clément Bénard, Gérard Biau, Sébastien Da Veiga, Erwan Scornet
Interpretable Random Forests via Rule Extraction. CoRR (2020)
Clément Bénard, Gérard Biau, Sébastien Da Veiga, Erwan Scornet
SIRUS: making random forests interpretable. CoRR (2019)