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Stochastic Methods

2788 directly classified papers

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Papers

Directional Optimism for Safe Linear Bandits AISTATS 2024
Harvesting Memory-bound CPU Stall Cycles in Software with MSH OSDI 2024
AsGrad: A Sharp Unified Analysis of Asynchronous-SGD Algorithms AISTATS 2024
Optimization Algorithm Design via Electric Circuits NIPS 2024
Fast Dynamic Sampling for Determinantal Point Processes AISTATS 2024
A Lower Bound and a Near-Optimal Algorithm for Bilevel Empirical Risk Minimization AISTATS 2024
The Sample Complexity of Gradient Descent in Stochastic Convex Optimization NIPS 2024
Scaling Laws in Linear Regression: Compute, Parameters, and Data NIPS 2024
Fast Rates for Bandit PAC Multiclass Classification NIPS 2024
Structural Inference of Dynamical Systems with Conjoined State Space Models NIPS 2024
Seed Selection in the Heterogeneous Moran Process IJCAI 2024
Using Surrogates in Covariate-adjusted Response-adaptive Randomization Experiments with Delayed Outcomes NIPS 2024
Leveraging partial stragglers within gradient coding NIPS 2024
Tighter Convergence Bounds for Shuffled SGD via Primal-Dual Perspective NIPS 2024
Optimal Top-Two Method for Best Arm Identification and Fluid Analysis NIPS 2024
Private Stochastic Convex Optimization with Heavy Tails: Near-Optimality from Simple Reductions NIPS 2024
Performative Control for Linear Dynamical Systems NIPS 2024
Symmetries in Overparametrized Neural Networks: A Mean Field View NIPS 2024
Feedback-Based Adaptive Crossover-Rate in Evolutionary Computation IJCAI 2024
Concentration Tail-Bound Analysis of Coevolutionary and Bandit Learning Algorithms IJCAI 2024
Improved Evolutionary Algorithms for Submodular Maximization with Cost Constraints IJCAI 2024
Budget Feasible Mechanisms: A Survey IJCAI 2024
On the Computational Complexity of Private High-dimensional Model Selection NIPS 2024
Parametric model reduction of mean-field and stochastic systems via higher-order action matching NIPS 2024
Provably Efficient Reinforcement Learning with Multinomial Logit Function Approximation NIPS 2024