Variational Inference

Statistical Guarantees for Variational Autoencoders using PAC-Bayesian Theory NeurIPS 2023 Stochastic Occupancy Grid Map Prediction in Dynamic Scenes CoRL 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 Subspace Identification for Multi-Source Domain Adaptation NeurIPS 2023 Task-Specific Fine-Tuning via Variational Information Bottleneck for Weakly-Supervised Pathology Whole Slide Image Classification CVPR 2023 The Shrinkage-Delinkage Trade-off: an Analysis of Factorized Gaussian Approximations for Variational Inference UAI 2023 The Tilted Variational Autoencoder: Improving Out-of-Distribution Detection ICLR 2023 Towards Accurate Image Coding: Improved Autoregressive Image Generation With Dynamic Vector Quantization CVPR 2023 Trading Information between Latents in Hierarchical Variational Autoencoders ICLR 2023 Training Energy-Based Normalizing Flow with Score-Matching Objectives NeurIPS 2023 Uncertainty-aware Unsupervised Video Hashing AISTATS 2023 Uncertainty Estimation by Fisher Information-based Evidential Deep Learning ICML 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 UniMath: A Foundational and Multimodal Mathematical Reasoner EMNLP 2023 UniSyn: An End-to-End Unified Model for Text-to-Speech and Singing Voice Synthesis AAAI 2023 Unscented Autoencoder ICML 2023 uSplit: Image Decomposition for Fluorescence Microscopy ICCV 2023 Vacant holes for unsupervised detection of the outliers in compact latent representation UAI 2023 Variational Autoencoding Neural Operators ICML 2023 Variational Boosted Soft Trees AISTATS 2023 Variational Degeneration to Structural Refinement: A Unified Framework for Superimposed Image Decomposition ICCV 2023 Variational Distribution Learning for Unsupervised Text-to-Image Generation CVPR 2023