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Scholarly Works (10 results)
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Article
Peer Reviewed
Near-Optimal SQ Lower Bounds for Agnostically Learning Halfspaces and ReLUs under Gaussian Marginals
Diakonikolas, Ilias
;
Kane, Daniel M
;
Zarifis, Nikos
UC San Diego Previously Published Works
(2020)
Article
Peer Reviewed
SQ Lower Bounds for Learning Mixtures of Separated and Bounded Covariance Gaussians
Diakonikolas, Ilias
;
Kane, Daniel M
;
Pittas, Thanasis
;
Zarifis, Nikos
UC San Diego Previously Published Works
(2023)
Article
Peer Reviewed
The Optimality of Polynomial Regression for Agnostic Learning under Gaussian Marginals in the SQ Model
Diakonikolas, Ilias
;
Kane, Daniel M
;
Pittas, Thanasis
;
Zarifis, Nikos
UC San Diego Previously Published Works
(2021)
Article
Peer Reviewed
Algorithms and SQ Lower Bounds for PAC Learning One-Hidden-Layer ReLU Networks
Diakonikolas, Ilias
;
Kane, Daniel M
;
Kontonis, Vasilis
;
Zarifis, Nikos
UC San Diego Previously Published Works
(2020)
Article
Peer Reviewed
Learning general halfspaces with general Massart noise under the Gaussian distribution
Diakonikolas, Ilias
;
Kane, Daniel M
;
Kontonis, Vasilis
;
Tzamos, Christos
;
Zarifis, Nikos
UC San Diego Previously Published Works
(2022)
Article
Peer Reviewed
Efficiently learning halfspaces with Tsybakov noise
Diakonikolas, Ilias
;
Kane, Daniel M
;
Kontonis, Vasilis
;
Tzamos, Christos
;
Zarifis, Nikos
UC San Diego Previously Published Works
(2021)
Article
Peer Reviewed
Super Non-singular Decompositions of Polynomials and Their Application to Robustly Learning Low-Degree PTFs
Diakonikolas, Ilias
;
Kane, Daniel M
;
Kontonis, Vasilis
;
Liu, Sihan
;
Zarifis, Nikos
UC San Diego Previously Published Works
(2024)
Article
Peer Reviewed
Efficient Testable Learning of Halfspaces with Adversarial Label Noise
Diakonikolas, Ilias
;
Kane, Daniel M
;
Kontonis, Vasilis
;
Liu, Sihan
;
Zarifis, Nikos
UC San Diego Previously Published Works
(2023)
Article
Peer Reviewed
Near-Optimal Bounds for Learning Gaussian Halfspaces with Random Classification Noise
Diakonikolas, Ilias
;
Diakonikolas, Jelena
;
Kane, Daniel M
;
Wang, Puqian
;
Zarifis, Nikos
UC San Diego Previously Published Works
(2023)
Article
Peer Reviewed
Agnostic Proper Learning of Halfspaces under Gaussian Marginals
Diakonikolas, Ilias
;
Kane, Daniel M
;
Kontonis, Vasilis
;
Tzamos, Christos
;
Zarifis, Nikos
UC San Diego Previously Published Works
(2021)
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