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Stochastic Methods

2788 directly classified papers

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Papers

Relaxed Gaussian Process Interpolation: a Goal-Oriented Approach to Bayesian Optimization JMLR 2025
Graph-accelerated Markov Chain Monte Carlo using Approximate Samples JMLR 2025
VFOSA: Variance-Reduced Fast Operator Splitting Algorithms for Generalized Equations JMLR 2025
Regular-pattern-sensitive CRFs for Distant Label Interactions ACL 2025
CODEOFCONDUCT at Multilingual Counterspeech Generation: A Context-Aware Model for Robust Counterspeech Generation in Low-Resource Languages COLING 2025
Langevin Multiplicative Weights Update with Applications in Polynomial Portfolio Management AAAI 2025
Public Opinion Field Effect and Hawkes Process Join Hands for Information Popularity Prediction AAAI 2025
Skybridge: Bounded Staleness for Distributed Caches OSDI 2025
Langevin Monte Carlo Beyond Lipschitz Gradient Continuity AAAI 2025
Zeroth-Order Methods for Nonconvex Stochastic Problems with Decision-Dependent Distributions AAAI 2025
Beehive: A Scalable Disaggregated Memory Runtime Exploiting Asynchrony of Multithreaded Programs NSDI 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
Online Nonsubmodular Optimization with Delayed Feedback in the Bandit Setting AAAI 2025
Differential Private Stochastic Optimization with Heavy-tailed Data: Towards Optimal Rates AAAI 2025
Bayesian Optimization for Unknown Cost-Varying Variable Subsets with No-Regret Costs AAAI 2025
Toward Robust Neural Reconstruction from Sparse Point Sets CVPR 2025
Convergence Rate in a Nonlinear Two-Time-Scale Stochastic Approximation with State (Time)-Dependence AAAI 2025
Fast Contiguous Somatic Hypermutations for Single-Objective Optimisation and Multi-Objective Optimisation Via Decomposition AAAI 2025
Speeding Up Hyper-Heuristics With Markov-Chain Operator Selection and the Only-Worsening Acceptance Operator IJCAI 2025
MobiZO: Enabling Efficient LLM Fine-Tuning at the Edge via Inference Engines EMNLP 2025
SIRD: A Sender-Informed, Receiver-Driven Datacenter Transport Protocol NSDI 2025
Provably-Safe, Online System Identification RSS 2025
Score-Aware Policy-Gradient and Performance Guarantees using Local Lyapunov Stability JMLR 2025
Evolutionary Algorithms Are Significantly More Robust to Noise When They Ignore It IJCAI 2025