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Stochastic Methods

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Better Understandings and Configurations in MaxSAT Stochastic Local Search Solvers via Anytime Performance Analysis AAAI 2025
Differential Private Stochastic Optimization with Heavy-tailed Data: Towards Optimal Rates AAAI 2025
Quantum Best Arm Identification with Quantum Oracles AAAI 2025
Online Nonsubmodular Optimization with Delayed Feedback in the Bandit Setting AAAI 2025
Regional Expected Improvement for Efficient Trust Region Selection in High-Dimensional Bayesian Optimization AAAI 2025
BOIDS: High-Dimensional Bayesian Optimization via Incumbent-Guided Direction Lines and Subspace Embeddings AAAI 2025
On the Asymptotic Optimality of Confidence Interval Based Algorithms for Fixed Confidence MABs AAAI 2025
p-Mean Regret for Stochastic Bandits AAAI 2025
ADELA: Accelerating Evolutionary Design of Machine Learning Pipelines with the Accompanying Surrogate Model AAAI 2025
Zeroth-Order Methods for Nonconvex Stochastic Problems with Decision-Dependent Distributions AAAI 2025
Error Analysis Affected by Heavy-Tailed Gradients for Non-Convex Pairwise Stochastic Gradient Descent AAAI 2025
Convergence Rate in a Nonlinear Two-Time-Scale Stochastic Approximation with State (Time)-Dependence AAAI 2025
Stochastic Online Instrumental Variable Regression: Regrets for Endogeneity and Bandit Feedback AAAI 2025
Nearly Tight Bounds for Exploration in Streaming Multi-Armed Bandits with Known Optimality Gap AAAI 2025
Integrating Inference and Experimental Design for Contextual Behavioral Model Learning AAAI 2025
Fast Computing of Dung Semantics in Acyclic Probabilistic Argumentation Frameworks AAAI 2025
From Your Block to Our Block: How to Find Shared Structure Between Stochastic Block Models over Multiple Graphs AAAI 2025
Public Opinion Field Effect and Hawkes Process Join Hands for Information Popularity Prediction AAAI 2025
Towards Real-Time Approximate Counting AAAI 2025
A Thorough Comparison Between Independent Cascade and Susceptible-Infected-Recovered Models AAAI 2025
Hazard Function Guided Agent-Based Models: A Case Study of Return Migration from Poland to Ukraine IJCAI 2025
Algorithmic Composition Using Narrative Structure and Tension IJCAI 2025
Asymptotic Analysis of Weighted Fair Division IJCAI 2025
Evolutionary Algorithms Are Significantly More Robust to Noise When They Ignore It IJCAI 2025
Randomised Optimism via Competitive Co-Evolution for Matrix Games with Bandit Feedback IJCAI 2025