Bayesian Inference

Speeding up approximate MAP by applying domain knowledge about relevant variables PGM 2022 Split Hierarchical Variational Compression CVPR 2022 Split-kl and PAC-Bayes-split-kl Inequalities for Ternary Random Variables NeurIPS 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 Stochastic Multiple Target Sampling Gradient Descent NeurIPS 2022 Streaming Inference for Infinite Feature Models ICML 2022 Structural Kernel Search via Bayesian Optimization and Symbolical Optimal Transport NeurIPS 2022 Structured Stochastic Gradient MCMC ICML 2022 Structure-Preserving Learning Using Gaussian Processes and Variational Integrators L4DC 2022 Supervising the Multi-Fidelity Race of Hyperparameter Configurations NeurIPS 2022 Surprise Minimizing Multi-Agent Learning with Energy-based Models NeurIPS 2022 Surrogate Likelihoods for Variational Annealed Importance Sampling ICML 2022 Survival regression with proper scoring rules and monotonic neural networks AISTATS 2022 Symplectic Spectrum Gaussian Processes: Learning Hamiltonians from Noisy and Sparse Data NeurIPS 2022 The AIM and EM Algorithms for Learning from Coarse Data JMLR 2022 The Fewer Splits are Better: Deconstructing Readability in Sentence Splitting EMNLP 2022 The Hitchhiker's Guide to Prior-Shift Adaptation WACV 2022 The Neurally-Guided Shape Parser: Grammar-Based Labeling of 3D Shape Regions With Approximate Inference CVPR 2022 The price of ignorance: how much does it cost to forget noise structure in low-rank matrix estimation? NeurIPS 2022 There Are a Thousand Hamlets in a Thousand People’s Eyes: Enhancing Knowledge-grounded Dialogue with Personal Memory ACL 2022 Thinned random measures for sparse graphs with overlapping communities NeurIPS 2022 Thompson Sampling Achieves Õ(√T) Regret in Linear Quadratic Control COLT 2022 Thompson Sampling for Bandit Learning in Matching Markets IJCAI 2022 Thompson Sampling with a Mixture Prior AISTATS 2022