variational inference

Rethinking Bayesian Deep Learning Methods for Semi-Supervised Volumetric Medical Image Segmentation CVPR 2022 Rethinking Controllable Variational Autoencoders CVPR 2022 Rethinking Variational Inference for Probabilistic Programs with Stochastic Support NeurIPS 2022 Revisiting Active Sets for Gaussian Process Decoders NeurIPS 2022 RL with KL penalties is better viewed as Bayesian inference EMNLP 2022 Robust Deep Learning from Crowds with Belief Propagation AISTATS 2022 Sampling Approximately Low-Rank Ising Models: MCMC meets Variational Methods COLT 2022 Sampling in Constrained Domains with Orthogonal-Space Variational Gradient Descent NeurIPS 2022 Scalable Deep Gaussian Markov Random Fields for General Graphs ICML 2022 Score-Based Diffusion meets Annealed Importance Sampling NeurIPS 2022 Should We Trust This Summary? Bayesian Abstractive Summarization to The Rescue ACL 2022 SIXO: Smoothing Inference with Twisted Objectives NeurIPS 2022 SkexGen: Autoregressive Generation of CAD Construction Sequences with Disentangled Codebooks ICML 2022 Sliced Wasserstein variational inference ACML 2022 Sparse Communication via Mixed Distributions ICLR 2022 Sparse Continuous Distributions and Fenchel-Young Losses JMLR 2022 Sparse Gaussian Process Hyperparameters: Optimize or Integrate? NeurIPS 2022 Sparse Probabilistic Circuits via Pruning and Growing NeurIPS 2022 Speech Emotion Recognition via Generation using an Attention-based Variational Recurrent Neural Network Interspeech 2022 Speech Enhancement with Score-Based Generative Models in the Complex STFT Domain Interspeech 2022 Split Hierarchical Variational Compression CVPR 2022 SPoVT: Semantic-Prototype Variational Transformer for Dense Point Cloud Semantic Completion NeurIPS 2022 SQ-VAE: Variational Bayes on Discrete Representation with Self-annealed Stochastic Quantization ICML 2022 Stacking for Non-mixing Bayesian Computations: The Curse and Blessing of Multimodal Posteriors JMLR 2022 Statistical Optimality and Stability of Tangent Transform Algorithms in Logit Models JMLR 2022