{"total":14,"rows":[{"id":"2305.18502","title":"Escaping mediocrity: how two-layer networks learn hard generalized linear models with SGD","created":"2023-05-29","cited_by_count":15,"area":null},{"id":"2108.11832","title":"Active manifolds, stratifications, and convergence to local minima in nonsmooth optimization","created":"2021-08-26","cited_by_count":11,"area":null},{"id":"2301.07737","title":"Catapult Dynamics and Phase Transitions in Quadratic Nets","created":"2023-01-18","cited_by_count":8,"area":null},{"id":"2310.06159","title":"Provably Accelerating Ill-Conditioned Low-rank Estimation via Scaled Gradient Descent, Even with Overparameterization","created":"2023-10-09","cited_by_count":6,"area":null},{"id":"2601.22652","title":"Spectral Gradient Descent Mitigates Anisotropy-Driven Misalignment: A Case Study in Phase Retrieval","created":"2026-01-30","cited_by_count":6,"area":null},{"id":"2208.02083","title":"Gradient descent provably escapes saddle points in the training of shallow ReLU networks","created":"2022-08-03","cited_by_count":5,"area":null},{"id":"2102.02837","title":"Escaping Saddle Points for Nonsmooth Weakly Convex Functions via Perturbed Proximal Algorithms","created":"2021-02-04","cited_by_count":4,"area":null},{"id":"2405.10289","title":"On the Uniform Convergence of Subdifferentials in Stochastic Optimization and Learning","created":"2024-05-16","cited_by_count":3,"area":null},{"id":"2405.10754","title":"Stable Phase Retrieval with Mirror Descent","created":"2024-05-17","cited_by_count":3,"area":null},{"id":"2511.18661","title":"Fast Escape, Slow Convergence: Learning Dynamics of Phase Retrieval under Power-Law Data","created":"2025-11-24","cited_by_count":3,"area":null},{"id":"2210.09248","title":"Provable Phase Retrieval with Mirror Descent","created":"2022-10-17","cited_by_count":2,"area":null},{"id":"2605.26977","title":"Convergence of Spectral Descent for Non-smooth Optimization","created":"2026-05-26","cited_by_count":2,"area":null},{"id":"2409.01570","title":"Smoothed Robust Phase Retrieval","created":"2024-09-03","cited_by_count":0,"area":null},{"id":"2410.05025","title":"$\\ell_1$-norm rank-one symmetric matrix factorization has no spurious second-order stationary points","created":"2024-10-07","cited_by_count":0,"area":null}],"next_cursor":null}