Variational Inference

From Rain Generation to Rain Removal CVPR 2021 Generalized Doubly Reparameterized Gradient Estimators ICML 2021 Generating Diversified Comments via Reader-Aware Topic Modeling and Saliency Detection AAAI 2021 Generating Relevant and Coherent Dialogue Responses using Self-Separated Conditional Variational AutoEncoders ACL 2021 Generative Particle Variational Inference via Estimation of Functional Gradients ICML 2021 Global inducing point variational posteriors for Bayesian neural networks and deep Gaussian processes ICML 2021 HiABP: Hierarchical Initialized ABP for Unsupervised Representation Learning AAAI 2021 HINT: Hierarchical Invertible Neural Transport for Density Estimation and Bayesian Inference AAAI 2021 Implicit MLE: Backpropagating Through Discrete Exponential Family Distributions NeurIPS 2021 Improving Lossless Compression Rates via Monte Carlo Bits-Back Coding ICML 2021 Instance-Optimal Compressed Sensing via Posterior Sampling ICML 2021 Isometric Gaussian Process Latent Variable Model for Dissimilarity Data ICML 2021 Kernel Continual Learning ICML 2021 Kernel Stein Discrepancy Descent ICML 2021 Latent Space Energy-Based Model of Symbol-Vector Coupling for Text Generation and Classification ICML 2021 Learning an Explicit Weighting Scheme for Adapting Complex HSI Noise CVPR 2021 Learning Deep Latent Variable Models by Short-Run MCMC Inference With Optimal Transport Correction CVPR 2021 Learning Equivariant Energy Based Models with Equivariant Stein Variational Gradient Descent NeurIPS 2021 Learning Flexibly Distributional Representation for Low-quality 3D Face Recognition AAAI 2021 Longitudinal Deep Kernel Gaussian Process Regression AAAI 2021 Marginalized Stochastic Natural Gradients for Black-Box Variational Inference ICML 2021 MARTA: Leveraging Human Rationales for Explainable Text Classification AAAI 2021 Modeling Text using the Continuous Space Topic Model with Pre-Trained Word Embeddings ACL 2021 Modified Frank Wolfe in Probability Space NeurIPS 2021 Modular Self-Supervision for Document-Level Relation Extraction EMNLP 2021