3 papers
cs.LG2021
Robustness Certification for Point Cloud Models
Tobias Lorenz, Anian Ruoss, Mislav Balunović +2
The use of deep 3D point cloud models in safety-critical applications, such as autonomous driving, dictates the need to certify the robustness of these models to real-world transfo…
cs.LG2020
Efficient Certification of Spatial Robustness
Anian Ruoss, Maximilian Baader, Mislav Balunović +1
Recent work has exposed the vulnerability of computer vision models to vector field attacks. Due to the widespread usage of such models in safety-critical applications, it is cruci…
cs.LG2020
Learning Certified Individually Fair Representations
Anian Ruoss, Mislav Balunović, Marc Fischer +1
Fair representation learning provides an effective way of enforcing fairness constraints without compromising utility for downstream users. A desirable family of such fairness cons…