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Transductive Robust Learning Guarantees

Transductive Robust Learning Guarantees

International Conference on Artificial Intelligence and Statistics (AISTATS), 2021
20 October 2021
Omar Montasser
Steve Hanneke
Nathan Srebro
ArXiv (abs)PDFHTML

Papers citing "Transductive Robust Learning Guarantees"

8 / 8 papers shown
Two Heads are Actually Better than One: Towards Better Adversarial Robustness via Transduction and Rejection
Two Heads are Actually Better than One: Towards Better Adversarial Robustness via Transduction and RejectionInternational Conference on Machine Learning (ICML), 2023
Nils Palumbo
Yang Guo
Xi Wu
Jiefeng Chen
Yingyu Liang
S. Jha
AAML
309
0
0
27 May 2023
Cross-Entropy Loss Functions: Theoretical Analysis and Applications
Cross-Entropy Loss Functions: Theoretical Analysis and ApplicationsInternational Conference on Machine Learning (ICML), 2023
Anqi Mao
M. Mohri
Yutao Zhong
AAML
300
665
0
14 Apr 2023
Robust Empirical Risk Minimization with Tolerance
Robust Empirical Risk Minimization with ToleranceInternational Conference on Algorithmic Learning Theory (ALT), 2022
Robi Bhattacharjee
Max Hopkins
Akash Kumar
Hantao Yu
Kamalika Chaudhuri
OOD
258
8
0
02 Oct 2022
Adversarially Robust Learning: A Generic Minimax Optimal Learner and
  Characterization
Adversarially Robust Learning: A Generic Minimax Optimal Learner and CharacterizationNeural Information Processing Systems (NeurIPS), 2022
Omar Montasser
Steve Hanneke
Nathan Srebro
197
18
0
15 Sep 2022
Adversarially Robust PAC Learnability of Real-Valued Functions
Adversarially Robust PAC Learnability of Real-Valued FunctionsInternational Conference on Machine Learning (ICML), 2022
Idan Attias
Steve Hanneke
270
7
0
26 Jun 2022
Adversarially Robust Learning with Tolerance
Adversarially Robust Learning with ToleranceInternational Conference on Algorithmic Learning Theory (ALT), 2022
H. Ashtiani
Vinayak Pathak
Ruth Urner
AAML
223
10
0
02 Mar 2022
Self-Training: A Survey
Self-Training: A SurveyNeurocomputing (Neurocomputing), 2022
Massih-Reza Amini
Vasilii Feofanov
Loïc Pauletto
Lies Hadjadj
Emilie Devijver
Yury Maximov
SSL
551
152
0
24 Feb 2022
A Characterization of Semi-Supervised Adversarially-Robust PAC
  Learnability
A Characterization of Semi-Supervised Adversarially-Robust PAC LearnabilityNeural Information Processing Systems (NeurIPS), 2022
Idan Attias
Steve Hanneke
Yishay Mansour
294
17
0
11 Feb 2022
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