Stochastic Processes

Denoising MCMC for Accelerating Diffusion-Based Generative Models ICML 2023 Detection of Short-Term Temporal Dependencies in Hawkes Processes with Heterogeneous Background Dynamics UAI 2023 DialoGPS: Dialogue Path Sampling in Continuous Semantic Space for Data Augmentation in Multi-Turn Conversations ACL 2023 Dialogue Planning via Brownian Bridge Stochastic Process for Goal-directed Proactive Dialogue ACL 2023 Differentiable and Stable Long-Range Tracking of Multiple Posterior Modes NeurIPS 2023 Differentially Private Episodic Reinforcement Learning with Heavy-tailed Rewards ICML 2023 Diffusion Probabilistic Fields ICLR 2023 Discrete Langevin Samplers via Wasserstein Gradient Flow AISTATS 2023 Discrete Predictor-Corrector Diffusion Models for Image Synthesis ICLR 2023 DiSProD: Differentiable Symbolic Propagation of Distributions for Planning IJCAI 2023 Dissecting the Effects of SGD Noise in Distinct Regimes of Deep Learning ICML 2023 Distributed Linear Bandits under Communication Constraints ICML 2023 Distributed Stochastic Nested Optimization for Emerging Machine Learning Models: Algorithm and Theory AAAI 2023 Distributionally Robust Lyapunov Function Search Under Uncertainty L4DC 2023 Distributional Multi-Objective Decision Making IJCAI 2023 Diverse and Expressive Speech Prosody Prediction with Denoising Diffusion Probabilistic Model Interspeech 2023 Divide-and-Conquer Fusion JMLR 2023 DMIS: Dynamic Mesh-Based Importance Sampling for Training Physics-Informed Neural Networks AAAI 2023 DoG is SGD’s Best Friend: A Parameter-Free Dynamic Step Size Schedule ICML 2023 Double Randomized Underdamped Langevin with Dimension-Independent Convergence Guarantee NeurIPS 2023 DP-BART for Privatized Text Rewriting under Local Differential Privacy ACL 2023 DYffusion: A Dynamics-informed Diffusion Model for Spatiotemporal Forecasting NeurIPS 2023 Dynamic Regret of Adversarial Linear Mixture MDPs NeurIPS 2023 Dynamic Representation Learning with Temporal Point Processes for Higher-Order Interaction Forecasting AAAI 2023 Dynamics of Finite Width Kernel and Prediction Fluctuations in Mean Field Neural Networks NeurIPS 2023