Stochastic Processes

Spectral Learning of Shared Dynamics Between Generalized-Linear Processes NeurIPS 2024 Stability and Generalizability in SDE Diffusion Models with Measure-Preserving Dynamics NeurIPS 2024 Stable Neural Stochastic Differential Equations in Analyzing Irregular Time Series Data ICLR 2024 State Space Models on Temporal Graphs: A First-Principles Study NeurIPS 2024 Stationary Kernels and Gaussian Processes on Lie Groups and their Homogeneous Spaces II: non-compact symmetric spaces JMLR 2024 Stationary Kernels and Gaussian Processes on Lie Groups and their Homogeneous Spaces I: the compact case JMLR 2024 Stein Variational Ergodic Search RSS 2024 Stochastic Approximation with Biased MCMC for Expectation Maximization AISTATS 2024 Stochastic Approximation with Delayed Updates: Finite-Time Rates under Markovian Sampling AISTATS 2024 Stochastic Controlled Averaging for Federated Learning with Communication Compression ICLR 2024 Stochastic Gradient Descent for Gaussian Processes Done Right ICLR 2024 Stochastic Methods in Variational Inequalities: Ergodicity, Bias and Refinements AISTATS 2024 Stochastic Modified Equations and Dynamics of Dropout Algorithm ICLR 2024 Stochastic Modified Flows, Mean-Field Limits and Dynamics of Stochastic Gradient Descent JMLR 2024 Stochastic Neural Simulator for Generalizing Dynamical Systems across Environments IJCAI 2024 Stochastic Optimal Control for Diffusion Bridges in Function Spaces NeurIPS 2024 Stochastic Optimization Schemes for Performative Prediction with Nonconvex Loss NeurIPS 2024 Structural Inference of Dynamical Systems with Conjoined State Space Models NeurIPS 2024 Subsampling Error in Stochastic Gradient Langevin Diffusions AISTATS 2024 Surprise! Uniform Information Density Isn’t the Whole Story: Predicting Surprisal Contours in Long-form Discourse EMNLP 2024 Symplectic Neural Gaussian Processes for Meta-learning Hamiltonian Dynamics IJCAI 2024 Tackling the Data Heterogeneity in Asynchronous Federated Learning with Cached Update Calibration ICLR 2024 TaD: A Plug-and-Play Task-Aware Decoding Method to Better Adapt LLMs on Downstream Tasks IJCAI 2024 Taming Mode Collapse in Score Distillation for Text-to-3D Generation CVPR 2024 Temporal Graph ODEs for Irregularly-Sampled Time Series IJCAI 2024