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Ilias Zadik

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titleconferencedate
On the Cryptographic Hardness of Learning One-Hidden Layer Neural NetworksDeep Learning Theory Symposium 20212021-12-03
Claim: learning one-hidden-layer ReLU networks with Gaussian inputs and polynomial width is provably hard to do better than chance in polynomial time once each…
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The Overlap Gap Property For Inference: Power And LimitationsRigorous Evidence for Information-Computation Trade-offs2021-09-13
Claim: the overlap gap property (OGP) for inference predicts where efficient algorithms fail by testing monotonicity of a restricted optimization curve…
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Free Energy Wells and Overlap Gap Property in Sparse PCAComputational Phase Transitions (Simons Institute, 2020)2020-09-21
Ilias Zadik, NYU https://simons.berkeley.edu/talks/free-energy-wells-and-overlap-gap-property-sparse-pca Computational Phase Transitions
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