Bayesian Inference

Deep Gaussian Scale Mixture Prior for Spectral Compressive Imaging CVPR 2021 Deep kernel processes ICML 2021 Deep kernels with probabilistic embeddings for small-data learning UAI 2021 Deep Probabilistic Imaging: Uncertainty Quantification and Multi-modal Solution Characterization for Computational Imaging AAAI 2021 DeFlow: Learning Complex Image Degradations From Unpaired Data With Conditional Flows CVPR 2021 De-randomizing MCMC dynamics with the diffusion Stein operator NeurIPS 2021 Detecting and Adapting to Irregular Distribution Shifts in Bayesian Online Learning NeurIPS 2021 Detecting English Speech in the Air Traffic Control Voice Communication Interspeech 2021 DExperts: Decoding-Time Controlled Text Generation with Experts and Anti-Experts ACL 2021 DG-LMC: A Turn-key and Scalable Synchronous Distributed MCMC Algorithm via Langevin Monte Carlo within Gibbs ICML 2021 Diagnostics for conditional density models and Bayesian inference algorithms UAI 2021 Diagnostic Uncertainty Calibration: Towards Reliable Machine Predictions in Medical Domain AISTATS 2021 DiBS: Differentiable Bayesian Structure Learning NeurIPS 2021 DIBS: Diversity Inducing Information Bottleneck in Model Ensembles AAAI 2021 Differentiable Annealed Importance Sampling and the Perils of Gradient Noise NeurIPS 2021 Differentiable Particle Filtering via Entropy-Regularized Optimal Transport ICML 2021 Differentially Private Bayesian Inference for Generalized Linear Models ICML 2021 Differentially Private Federated Bayesian Optimization with Distributed Exploration NeurIPS 2021 Differentially Private Quantiles ICML 2021 Differentially Private Regression and Classification with Sparse Gaussian Processes JMLR 2021 Differentially Private Sliced Wasserstein Distance ICML 2021 Differential Privacy Dynamics of Langevin Diffusion and Noisy Gradient Descent NeurIPS 2021 Direct Loss Minimization for Sparse Gaussian Processes AISTATS 2021 Dirichlet Pruning for Convolutional Neural Networks AISTATS 2021 DiSECt: A Differentiable Simulation Engine for Autonomous Robotic Cutting RSS 2021