stochastic gradient langevin dynamics

Opt3DGS: Optimizing 3D Gaussian Splatting with Adaptive Exploration and Curvature-Aware Exploitation AAAI 2026 A Stochastic Approach to Bi-Level Optimization for Hyperparameter Optimization and Meta Learning AAAI 2025 Bayesian Scalar-on-Image Regression with a Spatially Varying Single-layer Neural Network Prior JMLR 2025 Differential Privacy Guarantees of Markov Chain Monte Carlo Algorithms ICML 2025 Generalization of noisy SGD in unbounded non-convex settings ICML 2025 LiFT: Learning to Fine-Tune via Bayesian Parameter Efficient Meta Fine-Tuning ICLR 2025 3D Gaussian Splatting as Markov Chain Monte Carlo NeurIPS 2024 Ito Diffusion Approximation of Universal Ito Chains for Sampling, Optimization and Boosting ICLR 2024 Meta-Learning via PAC-Bayesian with Data-Dependent Prior: Generalization Bounds from Local Entropy IJCAI 2024 Sparse Bayesian Deep Learning for Cross Domain Medical Image Reconstruction AAAI 2024 Subsampling Error in Stochastic Gradient Langevin Diffusions AISTATS 2024 Generalization Bounds for Noisy Iterative Algorithms Using Properties of Additive Noise Channels JMLR 2023 Generalization Error Bounds for Noisy, Iterative Algorithms via Maximal Leakage COLT 2023 Preferential Subsampling for Stochastic Gradient Langevin Dynamics AISTATS 2023 Time-Independent Information-Theoretic Generalization Bounds for SGLD NeurIPS 2023 Utilising the CLT Structure in Stochastic Gradient based Sampling : Improved Analysis and Faster Algorithms COLT 2023 Improved Convergence Rate of Stochastic Gradient Langevin Dynamics with Variance Reduction and its Application to Optimization NeurIPS 2022 Interacting Contour Stochastic Gradient Langevin Dynamics ICLR 2022 Joint 3D Object Detection and Tracking Using Spatio-Temporal Representation of Camera Image and LiDAR Point Clouds AAAI 2022 Low-Precision Stochastic Gradient Langevin Dynamics ICML 2022 Rate-Distortion Theoretic Bounds on Generalization Error for Distributed Learning NeurIPS 2022 Self-Supervised Deep Image Restoration via Adaptive Stochastic Gradient Langevin Dynamics CVPR 2022 Stability Based Generalization Bounds for Exponential Family Langevin Dynamics ICML 2022 Understanding and mitigating the limitations of prioritized experience replay UAI 2022 A Continuous Mapping For Augmentation Design NeurIPS 2021