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Stochastic Processes

438 papers

Papers per year

7
9
29
16
'10
'15
'20
'25

Papers

Langevin Multiplicative Weights Update with Applications in Polynomial Portfolio Management AAAI 2025
Langevin Monte Carlo Beyond Lipschitz Gradient Continuity AAAI 2025
Error Analysis Affected by Heavy-Tailed Gradients for Non-Convex Pairwise Stochastic Gradient Descent AAAI 2025
A Wiener Process Perspective on Local Intrinsic Dimension Estimation Methods AAAI 2025
Multiple Mean-Payoff Optimization Under Local Stability Constraints AAAI 2025
Formal Quality Measures for Predictors in Markov Decision Processes AAAI 2025
A Spatio-Temporal Point Process for Fine-Grained Modeling of Reading Behavior ACL 2025
Analyzing and Modeling LLM Response Lengths with Extreme Value Theory: Anchoring Effects and Hybrid Distributions EMNLP 2025
VeRecycle: Reclaiming Guarantees from Probabilistic Certificates for Stochastic Dynamical Systems after Change IJCAI 2025
Learning Neural Jump Stochastic Differential Equations with Latent Graph for Multivariate Temporal Point Processes IJCAI 2025
Sampling and Estimation on Manifolds using the Langevin Diffusion JMLR 2025
Quantifying the Effectiveness of Linear Preconditioning in Markov Chain Monte Carlo JMLR 2025
Losing Momentum in Continuous-time Stochastic Optimisation JMLR 2025
Concentration of Cumulative Reward in Markov Decision Processes JMLR 2025
Backward Filtering Forward Guiding JMLR 2025
Geodesic Slice Sampling on the Sphere JMLR 2025
Is Score Matching Suitable for Estimating Point Processes? NIPS 2024
Generative Fractional Diffusion Models NIPS 2024
Constrained Sampling with Primal-Dual Langevin Monte Carlo NIPS 2024
Low Degree Hardness for Broadcasting on Trees NIPS 2024
Distributional regression: CRPS-error bounds for model fitting, model selection and convex aggregation NIPS 2024
Mean-Field Langevin Dynamics for Signed Measures via a Bilevel Approach NIPS 2024
Quasi-Bayes meets Vines NIPS 2024
When are dynamical systems learned from time series data statistically accurate? NIPS 2024
Learning Macroscopic Dynamics from Partial Microscopic Observations NIPS 2024