6 problems
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Conjecture on faster rates from the steep variational inequality
Let the setting be that of the preceding result, with transformed empirical Fréchet means and a steep variational inequality of exponent . The steep variational inequality i…
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Nie-Gollakota-Srivastava's computational lower-bound conjecture for robust subgaussian mean estimation
Nie-Gollakota-Srivastava's conjecture. No polynomial-time algorithm achieves optimal error for .
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Conjecture on monotonicity of the linearized population mean for grouped exponential data
Monotonicity conjecture. The function is strictly increasing.
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The statistical-similarity-measures conjecture for unified robust statistics
Statistical estimation and detection both address inference from data, and statistical similarity measures quantify relationships between probability distributions or statistical m…
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Ambiguity of moment relaxations with few measurements
Let denote the number of measurements in the estimation problem, and consider the dense and sparse moment relaxations. Ambiguity conjecture. When is small, the estimation p…
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Quadratic sample-complexity gap for efficient robust sparse mean estimation
Let be the ambient dimension, let be a -sparse mean with , and suppose samples from the identity-covariance Gaussian with mea…