variational inference

Stochastic Approximation Algorithms for Systems of Interacting Particles NeurIPS 2023 Stochastic Generative Flow Networks UAI 2023 Structured Cooperative Learning with Graphical Model Priors ICML 2023 Structured Mean-Field Variational Inference for Higher-Order Span-Based Semantic Role Labeling ACL 2023 Sub-optimality of the Naive Mean Field approximation for proportional high-dimensional Linear Regression NeurIPS 2023 Subspace Identification for Multi-Source Domain Adaptation NeurIPS 2023 Taming Continuous Posteriors for Latent Variational Dialogue Policies AAAI 2023 Task-Specific Fine-Tuning via Variational Information Bottleneck for Weakly-Supervised Pathology Whole Slide Image Classification CVPR 2023 The Bayesian Learning Rule JMLR 2023 The Shrinkage-Delinkage Trade-off: an Analysis of Factorized Gaussian Approximations for Variational Inference UAI 2023 Thompson Sampling for High-Dimensional Sparse Linear Contextual Bandits ICML 2023 Top-Down Visual Attention From Analysis by Synthesis CVPR 2023 Towards Diverse, Relevant and Coherent Open-Domain Dialogue Generation via Hybrid Latent Variables AAAI 2023 Towards Robust and Safe Reinforcement Learning with Benign Off-policy Data ICML 2023 Towards Understanding the Dynamics of Gaussian-Stein Variational Gradient Descent NeurIPS 2023 Transport Elliptical Slice Sampling AISTATS 2023 Uncovering the Missing Pattern: Unified Framework Towards Trajectory Imputation and Prediction CVPR 2023 Understanding Diffusion Objectives as the ELBO with Simple Data Augmentation NeurIPS 2023 Understanding the Distillation Process from Deep Generative Models to Tractable Probabilistic Circuits ICML 2023 Undirected Probabilistic Model for Tensor Decomposition NeurIPS 2023 Unsupervised Deep Embedded Fusion Representation of Single-Cell Transcriptomics AAAI 2023 Unsupervised representation learning with recognition-parametrised probabilistic models AISTATS 2023 Variational Annealing on Graphs for Combinatorial Optimization NeurIPS 2023 Variational Boosted Soft Trees AISTATS 2023 Variational Causal Inference Network for Explanatory Visual Question Answering ICCV 2023