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On the Computability of Robust PAC Learning

On the Computability of Robust PAC Learning

14 June 2024
Pascale Gourdeau
Tosca Lechner
Ruth Urner
ArXivPDFHTML

Papers citing "On the Computability of Robust PAC Learning"

7 / 7 papers shown
Title
Robustly-reliable learners under poisoning attacks
Robustly-reliable learners under poisoning attacks
Maria-Florina Balcan
Avrim Blum
Steve Hanneke
Dravyansh Sharma
AAML
OOD
31
14
0
08 Mar 2022
A Theory of PAC Learnability under Transformation Invariances
A Theory of PAC Learnability under Transformation Invariances
Hang Shao
Omar Montasser
Avrim Blum
49
20
0
15 Feb 2022
Adversarially Robust Learning with Unknown Perturbation Sets
Adversarially Robust Learning with Unknown Perturbation Sets
Omar Montasser
Steve Hanneke
Nathan Srebro
AAML
38
27
0
03 Feb 2021
The Complexity of Adversarially Robust Proper Learning of Halfspaces
  with Agnostic Noise
The Complexity of Adversarially Robust Proper Learning of Halfspaces with Agnostic Noise
Ilias Diakonikolas
D. Kane
Pasin Manurangsi
52
19
0
30 Jul 2020
Lower Bounds for Adversarially Robust PAC Learning
Lower Bounds for Adversarially Robust PAC Learning
Dimitrios I. Diochnos
Saeed Mahloujifar
Mohammad Mahmoody
AAML
39
26
0
13 Jun 2019
Adversarial Risk and Robustness: General Definitions and Implications
  for the Uniform Distribution
Adversarial Risk and Robustness: General Definitions and Implications for the Uniform Distribution
Dimitrios I. Diochnos
Saeed Mahloujifar
Mohammad Mahmoody
AAML
14
72
0
29 Oct 2018
Adversarial examples from computational constraints
Adversarial examples from computational constraints
Sébastien Bubeck
Eric Price
Ilya P. Razenshteyn
AAML
80
230
0
25 May 2018
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