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exponential convergence

30 papers

Papers

On the Exponential Convergence for Offline RLHF with Pairwise Comparisons AAAI 2026 Convergence Rate in a Nonlinear Two-Time-Scale Stochastic Approximation with State (Time)-Dependence AAAI 2025 Linear cost and exponentially convergent approximation of Gaussian Matérn processes on intervals JMLR 2025 Convergence of Kinetic Langevin Monte Carlo on Lie groups COLT 2024 Fast Interactive Search under a Scale-Free Comparison Oracle UAI 2024 Optimal Exploration is no harder than Thompson Sampling AISTATS 2024 Provably Transformers Harness Multi-Concept Word Semantics for Efficient In-Context Learning NeurIPS 2024 Towards model-free LQR control over rate-limited channels L4DC 2024 Wasserstein Proximal Coordinate Gradient Algorithms JMLR 2024 A Case of Exponential Convergence Rates for SVM AISTATS 2023 On the Convergence of Gradient Flow on Multi-layer Linear Models ICML 2023 A Contraction Theory Approach to Optimization Algorithms from Acceleration Flows AISTATS 2022 LyaNet: A Lyapunov Framework for Training Neural ODEs ICML 2022 Multiclass learning with margin: exponential rates with no bias-variance trade-off ICML 2022 Particle Stochastic Dual Coordinate Ascent: Exponential convergent algorithm for mean field neural network optimization ICLR 2022 Convergence and Alignment of Gradient Descent with Random Backpropagation Weights NeurIPS 2021 Disambiguation of Weak Supervision leading to Exponential Convergence rates ICML 2021 Exponential Convergence Rates of Classification Errors on Learning with SGD and Random Features AISTATS 2021 Exponential convergence rates for Batch Normalization: The power of length-direction decoupling in non-convex optimization AISTATS 2019 Exponentially convergent stochastic k-PCA without variance reduction NeurIPS 2019 Stochastic Gradient Descent with Exponential Convergence Rates of Expected Classification Errors AISTATS 2019 An explicit analysis of the entropic penalty in linear programming COLT 2018 Bootstrapping EM via Power EM and Convergence in the Naive Bayes Model AISTATS 2018 Exponential Convergence of Testing Error for Stochastic Gradient Methods COLT 2018 Fast Gradient-Based Methods with Exponential Rate: A Hybrid Control Framework ICML 2018