conftrace_

computational-statistical gaps

5 papers

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Co-occurring keywords

sparse linear regression (49) sample complexity (1169) average-case reduction (3) covariate rescaling (1) detection-recovery gap (1) gaussian graphical model (106) latent variable (541) low-degree polynomial (17) single-index model (16) training time (13)

Papers

Computational-Statistical Gaps for Improper Learning in Sparse Linear Regression COLT 2024
Computational-Statistical Gaps in Gaussian Single-Index Models (Extended Abstract) COLT 2024
Lasso with Latents: Efficient Estimation, Covariate Rescaling, and Computational-Statistical Gaps COLT 2024
Detection-Recovery and Detection-Refutation Gaps via Reductions from Planted Clique COLT 2023
More data speeds up training time in learning halfspaces over sparse vectors NIPS 2013