conftrace_
← Optimization
Mathematics & Optimization › Optimization ›

Stochastic Methods

2,788 papers

Papers per year

1
2
23
82
292
98
'00
'05
'10
'15
'20
'25

Papers

Sampling and Estimation on Manifolds using the Langevin Diffusion JMLR 2025
Length Controlled Generation for Black-box LLMs ACL 2025
Towards Real-Time Approximate Counting AAAI 2025
MobiZO: Enabling Efficient LLM Fine-Tuning at the Edge via Inference Engines EMNLP 2025
Graph-accelerated Markov Chain Monte Carlo using Approximate Samples JMLR 2025
Contextual Bandits with Stage-wise Constraints JMLR 2025
Preconditioners for the Stochastic Training of Neural Fields CVPR 2025
Unleashing High-Quality Image Generation in Diffusion Sampling Using Second-Order Levenberg-Marquardt-Langevin ICCV 2025
Zeroth-Order Methods for Nonconvex Stochastic Problems with Decision-Dependent Distributions AAAI 2025
KIT’s Low-resource Speech Translation Systems for IWSLT2025: System Enhancement with Synthetic Data and Model Regularization ACL 2025
Asymptotic Analysis of Weighted Fair Division IJCAI 2025
VFOSA: Variance-Reduced Fast Operator Splitting Algorithms for Generalized Equations JMLR 2025
Evolutionary Algorithms Are Significantly More Robust to Noise When They Ignore It IJCAI 2025
Multi-player Multi-armed Bandits with Delayed Feedback IJCAI 2025
Hazard Function Guided Agent-Based Models: A Case Study of Return Migration from Poland to Ukraine IJCAI 2025
Approximate Lifted Model Construction IJCAI 2025
Diversity Explains Inference Scaling Laws: Through a Case Study of Minimum Bayes Risk Decoding ACL 2025
Toward Robust Neural Reconstruction from Sparse Point Sets CVPR 2025
Statistical Inference of Constrained Stochastic Optimization via Sketched Sequential Quadratic Programming JMLR 2025
Error Analysis Affected by Heavy-Tailed Gradients for Non-Convex Pairwise Stochastic Gradient Descent AAAI 2025
Higher-Order Causal Message Passing for Experimentation with Complex Interference NIPS 2024
Towards Efficient and Optimal Covariance-Adaptive Algorithms for Combinatorial Semi-Bandits NIPS 2024
Optimal Mechanism in a Dynamic Stochastic Knapsack Environment AAAI 2024
Towards Domain-Specific Network Transport for Distributed DNN Training NSDI 2024
Zeroth-order Stochastic Approximation Algorithms for DR-submodular Optimization JMLR 2024