conftrace_

stationary point

44 papers

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Co-occurring keywords

non-convex optimization (547) stochastic optimization (1060) nonconvex optimization (316) convergence rate (607) stochastic gradient descent (1091) sample complexity (1169) oracle complexity (65) gradient descent (1144) convergence analysis (395) query complexity (183)

Papers

Almost Sure Convergence of Dropout Algorithms for Neural Networks JMLR 2025
Two-Timescale Gradient Descent Ascent Algorithms for Nonconvex Minimax Optimization JMLR 2025
An Algorithm with Optimal Dimension-Dependence for Zero-Order Nonsmooth Nonconvex Stochastic Optimization JMLR 2024
A Lower Bound and a Near-Optimal Algorithm for Bilevel Empirical Risk Minimization AISTATS 2024
Scaled Conjugate Gradient Method for Nonconvex Optimization in Deep Neural Networks JMLR 2024
Stochastic Optimization Schemes for Performative Prediction with Nonconvex Loss NIPS 2024
Quantum Algorithms for Non-smooth Non-convex Optimization NIPS 2024
Faster Rates of Convergence to Stationary Points in Differentially Private Optimization ICML 2023
The ELBO of Variational Autoencoders Converges to a Sum of Entropies AISTATS 2023
Sparse Training with Lipschitz Continuous Loss Functions and a Weighted Group L0-norm Constraint JMLR 2023
Optimal Stochastic Non-smooth Non-convex Optimization through Online-to-Non-convex Conversion ICML 2023
Non-Smooth Weakly-Convex Finite-sum Coupled Compositional Optimization NIPS 2023
An Inexact Augmented Lagrangian Algorithm for Training Leaky ReLU Neural Network with Group Sparsity JMLR 2023
Quantum Lower Bounds for Finding Stationary Points of Nonconvex Functions ICML 2023
Convergence of Adam Under Relaxed Assumptions NIPS 2023
Finite-Time Analysis of Single-Timescale Actor-Critic NIPS 2023
An Alternating Optimization Method for Bilevel Problems under the Polyak-Łojasiewicz Condition NIPS 2023
On the complexity of finding stationary points of smooth functions in one dimension ALT 2023
The Computational Complexity of Finding Stationary Points in Non-Convex Optimization COLT 2023
A consistently adaptive trust-region method NIPS 2022
Global Convergence and Stability of Stochastic Gradient Descent NIPS 2022
Oracle Complexity in Nonsmooth Nonconvex Optimization JMLR 2022
Neural Network Weights Do Not Converge to Stationary Points: An Invariant Measure Perspective ICML 2022
Online Nonnegative CP-dictionary Learning for Markovian Data JMLR 2022
On the Convergence Rate of Off-Policy Policy Optimization Methods with Density-Ratio Correction AISTATS 2022