conftrace_

constant step size

11 papers

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Co-occurring keywords · papers mentioning both

markov chain (5) stochastic approximation (4) stochastic gradient descent (3) linear stochastic approximation (2) richardson-romberg extrapolation (2) mean square error (2) stationary distribution (2) finite-time error bound (1) stochastic gradient noise (1) stepsize scheme (1)

Papers

Coupling-based Convergence Diagnostic and Stepsize Scheme for Stochastic Gradient Descent AAAI 2025 Refined Analysis of Constant Step Size Federated Averaging and Federated Richardson-Romberg Extrapolation AISTATS 2025 Two-Timescale Linear Stochastic Approximation: Constant Stepsizes Go a Long Way AISTATS 2025 Computing the Bias of Constant-step Stochastic Approximation with Markovian Noise NeurIPS 2024 Effectiveness of Constant Stepsize in Markovian LSA and Statistical Inference AAAI 2024 The Collusion of Memory and Nonlinearity in Stochastic Approximation With Constant Stepsize NeurIPS 2024 Stochastic Gradient Succeeds for Bandits ICML 2023 Finite-Time Error Bounds for Biased Stochastic Approximation with Applications to Q-Learning AISTATS 2020 Linear Stochastic Approximation: How Far Does Constant Step-Size and Iterate Averaging Go? AISTATS 2018 Averaged Least-Mean-Squares: Bias-Variance Trade-offs and Optimal Sampling Distributions AISTATS 2015 Variance Reduced Stochastic Gradient Descent with Neighbors NeurIPS 2015