Stochastic Processes

Uncertainty Quantification for Forward and Inverse Problems of PDEs via Latent Global Evolution AAAI 2024 Uncertainty Quantification via Stable Distribution Propagation ICLR 2024 Unconstrained Stochastic CCA: Unifying Multiview and Self-Supervised Learning ICLR 2024 Uniform Last-Iterate Guarantee for Bandits and Reinforcement Learning NeurIPS 2024 Universal Exact Compression of Differentially Private Mechanisms NeurIPS 2024 Unraveling the Dynamics of Semi-Supervised Hate Speech Detection: The Impact of Unlabeled Data Characteristics and Pseudo-Labeling Strategies EACL 2024 Using Noise to Infer Aspects of Simplicity Without Learning NeurIPS 2024 Variational Gaussian Process Diffusion Processes AISTATS 2024 Variational Inference for SDEs Driven by Fractional Noise ICLR 2024 Virtual-Event-Based Posterior Sampling and Inference for Neyman-Scott Processes JMLR 2024 Watch Every Step! LLM Agent Learning via Iterative Step-level Process Refinement EMNLP 2024 Why Do We Need Weight Decay in Modern Deep Learning? NeurIPS 2024 Why is parameter averaging beneficial in SGD? An objective smoothing perspective AISTATS 2024 Zeroth-Order Sampling Methods for Non-Log-Concave Distributions: Alleviating Metastability by Denoising Diffusion NeurIPS 2024 L_2-Uniform Stability of Randomized Learning Algorithms: Sharper Generalization Bounds and Confidence Boosting NeurIPS 2023 A Complete Recipe for Diffusion Generative Models ICCV 2023 A Continuous-time Stochastic Gradient Descent Method for Continuous Data JMLR 2023 ActFormer: A GAN-based Transformer towards General Action-Conditioned 3D Human Motion Generation ICCV 2023 Active Exploration via Experiment Design in Markov Chains AISTATS 2023 Adapting to Continuous Covariate Shift via Online Density Ratio Estimation NeurIPS 2023 A Data-Driven State Aggregation Approach for Dynamic Discrete Choice Models UAI 2023 A Dynamical System View of Langevin-Based Non-Convex Sampling NeurIPS 2023 A dynamic model of lexical experience for tracking of oral reading fluency ACL 2023 A Finite-Particle Convergence Rate for Stein Variational Gradient Descent NeurIPS 2023 A Flexible Diffusion Model ICML 2023