Stochastic Methods

Stein Variational Evolution Strategies UAI 2025 STIMULUS: Achieving Fast Convergence and Low Sample Complexity in Stochastic Multi-Objective Learning UAI 2025 Stochastic Approximation with Unbounded Markovian Noise: A General-Purpose Theorem AISTATS 2025 Stochastic Gradient Descent for Bézier Simplex Representation of Pareto Set in Multi-Objective Optimization AISTATS 2025 Stochastic Online Instrumental Variable Regression: Regrets for Endogeneity and Bandit Feedback AAAI 2025 Stochastic Polyak Step-sizes and Momentum: Convergence Guarantees and Practical Performance ICLR 2025 Stochastic Smoothed Primal-Dual Algorithms for Nonconvex Optimization with Linear Inequality Constraints ICML 2025 Structured Preconditioners in Adaptive Optimization: A Unified Analysis ICML 2025 Syntactic Control of Language Models by Posterior Inference ACL 2025 Tamed Langevin sampling under weaker conditions AISTATS 2025 The Batch Complexity of Bandit Pure Exploration ICML 2025 The Dimension Strikes Back with Gradients: Generalization of Gradient Methods in Stochastic Convex Optimization ALT 2025 The impact of uncertainty on regularized learning in games ICML 2025 Theoretical Analysis of Evolutionary Algorithms with Quality Diversity for a Classical Path Planning Problem IJCAI 2025 The Power of Random Features and the Limits of Distribution-Free Gradient Descent ICML 2025 The Role of Randomness in Stability ICML 2025 Tight Time Complexities in Parallel Stochastic Optimization with Arbitrary Computation Dynamics ICLR 2025 Tokenized Bandit for LLM Decoding and Alignment ICML 2025 Toward Robust Neural Reconstruction from Sparse Point Sets CVPR 2025 Towards Real-Time Approximate Counting AAAI 2025 Towards Runtime Analysis of Population-Based Co-evolutionary Algorithms on Sparse Binary Zero-Sum Game AAAI 2025 Trace: Structural Riemannian Bridge Matching for Transferable Source Localization in Information Propagation IJCAI 2025 Triple-Optimistic Learning for Stochastic Contextual Bandits with General Constraints ICML 2025 TSP: A Two-Sided Smoothed Primal-Dual Method for Nonconvex Bilevel Optimization ICML 2025 Tuning Sequential Monte Carlo Samplers via Greedy Incremental Divergence Minimization ICML 2025