When are local queries useful for robust learning?
Distributional assumptions have been shown to be necessary for the robust learnability of concept classes when considering the exact-in-the-ball robust risk and access to random examples by Gourdeau et al. (2019). In this paper, we study learning models where the learner is given more power through...
Main Authors: | Gourdeau, P, Kanade, V, Kwiatkowska, M, Worrell, J |
---|---|
Format: | Conference item |
Language: | English |
Published: |
Curran Associates
2023
|
Similar Items
-
Sample complexity bounds for robustly learning decision lists against evasion attacks
by: Gourdeau, P, et al.
Published: (2022) -
On the hardness of robust classification
by: Gourdeau, P, et al.
Published: (2019) -
On the hardness of robust classification
by: Gourdeau, P, et al.
Published: (2021) -
Sample complexity of robust learning against evasion attacks
by: Gourdeau, P
Published: (2023) -
Kepler: Robust Learning for Parametric Query Optimization
by: Doshi, Lyric, et al.
Published: (2023)