Laurens Devos

Publication Activity (10 Years)

Years Active: 2019-2024
Publications (10 Years): 13

Top Topics

Gradient Boosting

Detecting Malicious

Top Venues

Publications

Jesse Davis, Lotte Bransen, Laurens Devos, Arne Jaspers, Wannes Meert, Pieter Robberechts, Jan Van Haaren, Maaike Van Roy
Methodology and evaluation in sports analytics: challenges, approaches, and lessons learned. Mach. Learn. 113 (9) (2024)
Laurens Devos, Lorenzo Cascioli, Jesse Davis
Robustness Verification of Multi-Class Tree Ensembles. AAAI (2024)
Lorenzo Cascioli, Laurens Devos, Ondrej Kuzelka, Jesse Davis
Faster Repeated Evasion Attacks in Tree Ensembles. CoRR (2024)
Hendrik Blockeel, Laurens Devos, Benoît Frénay, Géraldin Nanfack, Siegfried Nijssen
Decision trees: from efficient prediction to responsible AI. Frontiers Artif. Intell. 6 (2023)
Laurens Devos, Lorenzo Perini, Wannes Meert, Jesse Davis
Detecting Evasion Attacks in Deployed Tree Ensembles. ECML/PKDD (5) (2023)
Jesse Davis, Lotte Bransen, Laurens Devos, Wannes Meert, Pieter Robberechts, Jan Van Haaren, Maaike Van Roy
Evaluating Sports Analytics Models: Challenges, Approaches, and Lessons Learned. EBeM@IJCAI (2022)
Laurens Devos, Wannes Meert, Jesse Davis
Adversarial Example Detection in Deployed Tree Ensembles. CoRR (2022)
Loren Nuyts, Laurens Devos, Wannes Meert, Jesse Davis
Bitpaths: Compressing Datasets Without Decreasing Predictive Performance. PKDD/ECML Workshops (1) (2022)
Laurens Devos, Wannes Meert, Jesse Davis
Versatile Verification of Tree Ensembles. ICML (2021)
Laurens Devos, Wannes Meert, Jesse Davis
Verifying Tree Ensembles by Reasoning about Potential Instances. SDM (2021)
Laurens Devos, Wannes Meert, Jesse Davis
Additive Tree Ensembles: Reasoning About Potential Instances. CoRR (2020)
Laurens Devos, Wannes Meert, Jesse Davis
Versatile Verification of Tree Ensembles. CoRR (2020)
Laurens Devos, Wannes Meert, Jesse Davis
Fast Gradient Boosting Decision Trees with Bit-Level Data Structures. ECML/PKDD (1) (2019)