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Stochastic Processes

2,667 papers

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Papers

Statistical Inference of Constrained Stochastic Optimization via Sketched Sequential Quadratic Programming JMLR 2025
Variance-Aware Estimation of Kernel Mean Embedding JMLR 2025
Linear cost and exponentially convergent approximation of Gaussian Matérn processes on intervals JMLR 2025
Quantifying the Effectiveness of Linear Preconditioning in Markov Chain Monte Carlo JMLR 2025
Characterizing Dynamical Stability of Stochastic Gradient Descent in Overparameterized Learning JMLR 2025
Generative Adversarial Networks: Dynamics JMLR 2025
Optimizing Return Distributions with Distributional Dynamic Programming JMLR 2025
Scalable and Adaptive Variational Bayes Methods for Hawkes Processes JMLR 2025
Online Quantile Regression JMLR 2025
Graph-accelerated Markov Chain Monte Carlo using Approximate Samples JMLR 2025
Piecewise deterministic sampling with splitting schemes JMLR 2025
The GeometricKernels Package: Heat and Matérn Kernels for Geometric Learning on Manifolds, Meshes, and Graphs JMLR 2025
Concentration of Cumulative Reward in Markov Decision Processes JMLR 2025
Backward Filtering Forward Guiding JMLR 2025
Almost Sure Convergence of Dropout Algorithms for Neural Networks JMLR 2025
O(d/T) Convergence Theory for Diffusion Probabilistic Models under Minimal Assumptions JMLR 2025
Geodesic Slice Sampling on the Sphere JMLR 2025
Emergence of Episodic Memory in Transformers: Characterizing Changes in Temporal Structure of Attention Scores During Training NAACL 2025
Measuring memorization in language models via probabilistic extraction NAACL 2025
Reward-Guided Tree Search for Inference Time Alignment of Large Language Models NAACL 2025
Debiasing 6-DOF IMU via Hierarchical Learning of Continuous Bias Dynamics RSS 2025
Meta-Learning Online Dynamics Model Adaptation in Off-Road Autonomous Driving RSS 2025
Howard University - AI4PC at SemEval-2025 Task 3: Logit-based Supervised Token Classification for Multilingual Hallucination Span Identification Using XGBOD SEMEVAL 2025
Diffusion Model Guided Sampling with Pixel-Wise Aleatoric Uncertainty Estimation WACV 2025
TPP-Gaze: Modelling Gaze Dynamics in Space and Time with Neural Temporal Point Processes WACV 2025