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Stochastic Methods

2788 directly classified papers

Papers per year

Papers

Game Theory Based Community-Aware Opinion Dynamics AAAI 2026
Bilevel MCTS for Amortized O(1) Node Selection in Classical Planning AAAI 2026
Multiple-play Stochastic Bandits with Prioritized Arm Capacity Sharing AAAI 2026
EvoGrad: Evolutionary-Weighted Gradient and Hessian Learning for Black-Box Optimization AAAI 2026
Towards a Rigorous Understanding of the Population Dynamics of the NSGA-III: Tight Runtime Bounds AAAI 2026
Not Just for Archiving: Provable Benefits of Reusing the Archive in Evolutionary Multi-objective Optimization AAAI 2026
Private Frequency Estimation via Residue Number Systems AAAI 2026
Ordered Local Momentum for Asynchronous Distributed Learning Under Arbitrary Delays AAAI 2026
Robust SDE Parameter Estimation Under Missing Time Information Setting AAAI 2026
Center-Outward q-Dominance: A Sample-Computable Proxy for Strong Stochastic Dominance in Stochastic Multi-Objective Optimisation AAAI 2026
ST-TPP: Learning Semi-Transductive Temporal Point Processes with Gromov-Wasserstein Barycentric Regularization AAAI 2026
Variance Computation for Weighted Model Counting with Knowledge Compilation Approach AAAI 2026
Designing Optimal Mechanisms to Locate Facilities with Insufficient Capacity for Bayesian Agents AAAI 2026
Shapley Value Approximation Based on k-Additive Games AAAI 2026
Brownian Bridge Augmented Surrogate Simulation and Injection Planning for Geological CO2 Storage AAAI 2026
Breadth-First Search vs. Restarting Random Walks for Escaping Uninformed Heuristic Regions AAAI 2026
Quantum Non-Linear Bandit Optimization AAAI 2026
A Natural-Gradient Approach for Nonlinear Stochastic Systems with Parameter Uncertainty AAAI 2026
A Catalyst Framework for the Quantum Linear System Problem via the Proximal Point Algorithm AAAI 2026
Sequential Selling with Sunk Cost Bias AAAI 2026
Adaptive Fidelity Estimation for Quantum Programs with Graph-Guided Noise Awareness AAAI 2026
Improved Runtime Guarantees for the SPEA2 Multi-Objective Optimizer AAAI 2026
MSQ: Memory-Efficient Bit Sparsification Quantization ICCV 2025
Beehive: A Scalable Disaggregated Memory Runtime Exploiting Asynchrony of Multithreaded Programs NSDI 2025
Adaptive Non-Uniform Timestep Sampling for Accelerating Diffusion Model Training CVPR 2025