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Daniel Kane

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titleconferencedate
SQ Lower Bounds for Learning Halfspaces with Massart NoiseRigorous Evidence for Information-Computation Trade-offs2021-09-13
Proves an SQ lower bound: no statistical-query algorithm with polynomially many queries and polynomial accuracy learns a linear threshold function under…
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The entropy of lies: playing twenty questions with a liarITCS 20212021-01-06
Distributional 20 Questions with up to K lies requires on average H(mu) + K·H2(mu) yes/no queries, where H(mu) + K·H2(mu) is tight (matching lower bound up to…
Talk
Robust List Decoding of Spherical GaussiansRobust and High-Dimensional Statistics (Simons Institute workshop, 2018)2018-10-29
An algorithm uses multi-filters plus spectral checks and degree-d polynomial tests to list-decode a spherical Gaussian when only an alpha fraction of samples…
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