stochastic differential equation

SaSDim:Self-Adaptive Noise Scaling Diffusion Model for Spatial Time Series Imputation IJCAI 2024 SDEs for Minimax Optimization AISTATS 2024 SGD vs GD: Rank Deficiency in Linear Networks NeurIPS 2024 Stability and Generalizability in SDE Diffusion Models with Measure-Preserving Dynamics NeurIPS 2024 Stabilizing Policy Gradients for Stochastic Differential Equations via Consistency with Perturbation Process ICML 2024 Statistical Spatially Inhomogeneous Diffusion Inference AAAI 2024 STDiff: Spatio-Temporal Diffusion for Continuous Stochastic Video Prediction AAAI 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 Taming Diffusion Prior for Image Super-Resolution with Domain Shift SDEs NeurIPS 2024 The Blessing of Randomness: SDE Beats ODE in General Diffusion-based Image Editing ICLR 2024 The Poisson Midpoint Method for Langevin Dynamics: Provably Efficient Discretization for Diffusion Models NeurIPS 2024 Two Facets of SDE Under an Information-Theoretic Lens: Generalization of SGD via Training Trajectories and via Terminal States UAI 2024 Unifying Bayesian Flow Networks and Diffusion Models through Stochastic Differential Equations ICML 2024 Unpaired Image-to-Image Translation via Neural Schrödinger Bridge ICLR 2024 Variational Gaussian Process Diffusion Processes AISTATS 2024 Variational Inference for SDEs Driven by Fractional Noise ICLR 2024 Action Matching: Learning Stochastic Dynamics from Samples ICML 2023 A Flexible Diffusion Model ICML 2023 A Group Symmetric Stochastic Differential Equation Model for Molecule Multi-modal Pretraining ICML 2023 Algorithmic Stability of Heavy-Tailed SGD with General Loss Functions ICML 2023 Amortized Reparametrization: Efficient and Scalable Variational Inference for Latent SDEs NeurIPS 2023 An SDE for Modeling SAM: Theory and Insights ICML 2023 Conditional Diffusion Based on Discrete Graph Structures for Molecular Graph Generation AAAI 2023 Denoising MCMC for Accelerating Diffusion-Based Generative Models ICML 2023