Stochastic Processes

Stochastic Marginal Likelihood Gradients using Neural Tangent Kernels ICML 2023 Stochastic Optimal Control for Collective Variable Free Sampling of Molecular Transition Paths NeurIPS 2023 Stochastic Optimization under Distributional Drift JMLR 2023 Stochastic Segmentation with Conditional Categorical Diffusion Models ICCV 2023 SwinRDM: Integrate SwinRNN with Diffusion Model towards High-Resolution and High-Quality Weather Forecasting AAAI 2023 Target-based Surrogates for Stochastic Optimization ICML 2023 Tempo Adaptation in Non-stationary Reinforcement Learning NeurIPS 2023 Temporal Attention Unit: Towards Efficient Spatiotemporal Predictive Learning CVPR 2023 Temporal Causal Mediation through a Point Process: Direct and Indirect Effects of Healthcare Interventions NeurIPS 2023 The k-Cap Process on Geometric Random Graphs COLT 2023 The Influence of Learning Rule on Representation Dynamics in Wide Neural Networks ICLR 2023 The Ordered Matrix Dirichlet for State-Space Models AISTATS 2023 Theoretical Conditions and Empirical Failure of Bracket Counting on Long Sequences with Linear Recurrent Networks EACL 2023 The probability flow ODE is provably fast NeurIPS 2023 The Rank-Reduced Kalman Filter: Approximate Dynamical-Low-Rank Filtering In High Dimensions NeurIPS 2023 The Sample Complexity of Approximate Rejection Sampling With Applications to Smoothed Online Learning COLT 2023 ThinkSum: Probabilistic reasoning over sets using large language models ACL 2023 Thompson Sampling with Less Exploration is Fast and Optimal ICML 2023 TiDAL: Learning Training Dynamics for Active Learning ICCV 2023 Tight Regret and Complexity Bounds for Thompson Sampling via Langevin Monte Carlo AISTATS 2023 Time-Independent Information-Theoretic Generalization Bounds for SGLD NeurIPS 2023 Towards a Complete Analysis of Langevin Monte Carlo: Beyond Poincaré Inequality COLT 2023 Towards Understanding the Dynamics of Gaussian-Stein Variational Gradient Descent NeurIPS 2023 Training Trajectories of Language Models Across Scales ACL 2023 Transportation-Inequalities, Lyapunov Stability and Sampling for Dynamical Systems on Continuous State Space L4DC 2023