non-asymptotic bound

Theoretical Convergence Guarantees for Variational Autoencoders AISTATS 2025 Unbalanced Kantorovich-Rubinstein distance, plan, and barycenter on nite spaces: A statistical perspective JMLR 2025 Adaptive Quasi-Newton and Anderson Acceleration Framework with Explicit Global (Accelerated) Convergence Rates AISTATS 2024 Improved algorithm and bounds for successive projection ICLR 2024 Langevin Monte Carlo for strongly log-concave distributions: Randomized midpoint revisited ICLR 2024 Nonasymptotic analysis of Stochastic Gradient Hamiltonian Monte Carlo under local conditions for nonconvex optimization JMLR 2024 A Theoretical Analysis of the Test Error of Finite-Rank Kernel Ridge Regression NeurIPS 2023 Differential Privacy has Bounded Impact on Fairness in Classification ICML 2023 Divide and Conquer Dynamic Programming: An Almost Linear Time Change Point Detection Methodology in High Dimensions ICML 2023 Recursive Quantile Estimation: Non-Asymptotic Confidence Bounds JMLR 2023 A Non-asymptotic Approach to Best-Arm Identification for Gaussian Bandits AISTATS 2022 Convergence rates and approximation results for SGD and its continuous-time counterpart COLT 2021 Nearest Neighbour Based Estimates of Gradients: Sharp Nonasymptotic Bounds and Applications AISTATS 2021 A nonasymptotic law of iterated logarithm for general M-estimators AISTATS 2020 Risk Bounds for Reservoir Computing JMLR 2020 On the Global Convergence of (Fast) Incremental Expectation Maximization Methods NeurIPS 2019 Convergence of Value Aggregation for Imitation Learning AISTATS 2018 High-Dimensional Structured Quantile Regression ICML 2017 Minimax Density Estimation for Growing Dimension AISTATS 2017 Nonparametric Risk Bounds for Time-Series Forecasting JMLR 2017 On Perturbed Proximal Gradient Algorithms JMLR 2017 Multiscale Dictionary Learning: Non-Asymptotic Bounds and Robustness JMLR 2016 High-dimensional regression with noisy and missing data: Provable guarantees with non-convexity NeurIPS 2011 Stability of Randomized Learning Algorithms JMLR 2005