Laurens Devos

17 papers A* 4A 2Journal 7Unranked 4
YearRankTypeTitle / Venue / Authors
2026 J jnl
Bounded-Abstention Multi-horizon Time-series Forecasting.
CoRR
Luca Stradiotti, Laurens Devos, Anna Monreale, Jesse Davis, Andrea Pugnana
2025 A* conf
Compressing tree ensembles through Level-wise Optimization and Pruning.
ICML
Laurens Devos, Timo Martens, Deniz Can Oruc, Wannes Meert, Hendrik Blockeel, Jesse Davis
2024 A* conf
Faster Repeated Evasion Attacks in Tree Ensembles.
NeurIPS
Lorenzo Cascioli, Laurens Devos, Ondrej Kuzelka, Jesse Davis
2024 J jnl
Faster Repeated Evasion Attacks in Tree Ensembles.
CoRR
Lorenzo Cascioli, Laurens Devos, Ondrej Kuzelka, Jesse Davis
2024 J jnl
Methodology and evaluation in sports analytics: challenges, approaches, and lessons learned.
Mach. Learn.
Jesse Davis, Lotte Bransen, Laurens Devos, Arne Jaspers, Wannes Meert, Pieter Robberechts, Jan Van Haaren, Maaike Van Roy
2024 A* conf
Robustness Verification of Multi-Class Tree Ensembles.
AAAI
Laurens Devos, Lorenzo Cascioli, Jesse Davis
2024 A conf
Safety Verification of Tree-Ensemble Policies via Predicate Abstraction.
ECAI
Chaahat Jain, Lorenzo Cascioli, Laurens Devos, Marcel Vinzent, Marcel Steinmetz, Jesse Davis, Jörg Hoffmann
2023 J jnl
Decision trees: from efficient prediction to responsible AI.
Frontiers Artif. Intell.
Hendrik Blockeel, Laurens Devos, Benoît Frénay, Géraldin Nanfack, Siegfried Nijssen
2023 — conf
Detecting Evasion Attacks in Deployed Tree Ensembles.
ECML/PKDD (5)
Laurens Devos, Lorenzo Perini, Wannes Meert, Jesse Davis
2022 J jnl
Adversarial Example Detection in Deployed Tree Ensembles.
CoRR
Laurens Devos, Wannes Meert, Jesse Davis
2022 — conf
Bitpaths: Compressing Datasets Without Decreasing Predictive Performance.
PKDD/ECML Workshops (1)
Loren Nuyts, Laurens Devos, Wannes Meert, Jesse Davis
2022 — conf
Evaluating Sports Analytics Models: Challenges, Approaches, and Lessons Learned.
EBeM@IJCAI
Jesse Davis, Lotte Bransen, Laurens Devos, Wannes Meert, Pieter Robberechts, Jan Van Haaren, Maaike Van Roy
2021 A conf
Verifying Tree Ensembles by Reasoning about Potential Instances.
SDM
Laurens Devos, Wannes Meert, Jesse Davis
2021 A* conf
Versatile Verification of Tree Ensembles.
ICML
Laurens Devos, Wannes Meert, Jesse Davis
2020 J jnl
Additive Tree Ensembles: Reasoning About Potential Instances.
CoRR
Laurens Devos, Wannes Meert, Jesse Davis
2020 J jnl
Versatile Verification of Tree Ensembles.
CoRR
Laurens Devos, Wannes Meert, Jesse Davis
2019 — conf
Fast Gradient Boosting Decision Trees with Bit-Level Data Structures.
ECML/PKDD (1)
Laurens Devos, Wannes Meert, Jesse Davis