Bayesian & Probabilistic

Active Learning for Domain Adaptation: An Energy-Based Approach AAAI 2022 Active Structure Learning of Bayesian Networks in an Observational Setting JMLR 2022 Adaptation of the Independent Metropolis-Hastings Sampler with Normalizing Flow Proposals AISTATS 2022 Adapting Neural Models with Sequential Monte Carlo Dropout CoRL 2022 Adapting the Linearised Laplace Model Evidence for Modern Deep Learning ICML 2022 Adaptive Multi-stage Density Ratio Estimation for Learning Latent Space Energy-based Model NeurIPS 2022 ADAVI: Automatic Dual Amortized Variational Inference Applied To Pyramidal Bayesian Models ICLR 2022 A Direct Approximation of AIXI Using Logical State Abstractions NeurIPS 2022 Adjoint-aided inference of Gaussian process driven differential equations NeurIPS 2022 Adversarial Robustness Guarantees for Gaussian Processes JMLR 2022 A Hardware Perspective to Evaluating Probabilistic Circuits PGM 2022 A Hierarchical Bayesian Approach to Inverse Reinforcement Learning with Symbolic Reward Machines ICML 2022 A Hybrid Algorithm for Learning Causal Networks using Uncertain Experts’ Knowledge PGM 2022 A Langevin-like Sampler for Discrete Distributions ICML 2022 Algorithmic Fairness Verification with Graphical Models AAAI 2022 Aligned Multi-Task Gaussian Process AISTATS 2022 All You Need is a Good Functional Prior for Bayesian Deep Learning JMLR 2022 Amodal Segmentation Through Out-of-Task and Out-of-Distribution Generalization With a Bayesian Model CVPR 2022 Amortised Likelihood-free Inference for Expensive Time-series Simulators with Signatured Ratio Estimation AISTATS 2022 Analytically Tractable Hidden-States Inference in Bayesian Neural Networks JMLR 2022 AND/OR branch-and-bound for computational protein design optimizing K* UAI 2022 An Explanation of In-context Learning as Implicit Bayesian Inference ICLR 2022 A Nonconvex Framework for Structured Dynamic Covariance Recovery JMLR 2022 Anti-Spoofing Using Transfer Learning with Variational Information Bottleneck Interspeech 2022 Anytime Learning of Sum-Product and Sum-Product-Max Networks PGM 2022