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...
Prif Awduron: | Gourdeau, P, Kanade, V, Kwiatkowska, M, Worrell, J |
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Fformat: | Conference item |
Iaith: | English |
Cyhoeddwyd: |
Curran Associates
2023
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Eitemau Tebyg
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Sample complexity bounds for robustly learning decision lists against evasion attacks
gan: Gourdeau, P, et al.
Cyhoeddwyd: (2022) -
On the hardness of robust classification
gan: Gourdeau, P, et al.
Cyhoeddwyd: (2019) -
On the hardness of robust classification
gan: Gourdeau, P, et al.
Cyhoeddwyd: (2021) -
Sample complexity of robust learning against evasion attacks
gan: Gourdeau, P
Cyhoeddwyd: (2023) -
Kepler: Robust Learning for Parametric Query Optimization
gan: Doshi, Lyric, et al.
Cyhoeddwyd: (2023)