Probabilistic Modeling

Adaptation of the Independent Metropolis-Hastings Sampler with Normalizing Flow Proposals AISTATS 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 Adjoint-aided inference of Gaussian process driven differential equations NeurIPS 2022 A Hardware Perspective to Evaluating Probabilistic Circuits 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 Amortised Likelihood-free Inference for Expensive Time-series Simulators with Signatured Ratio Estimation AISTATS 2022 AND/OR branch-and-bound for computational protein design optimizing K* UAI 2022 A Nonconvex Framework for Structured Dynamic Covariance Recovery JMLR 2022 Anytime Learning of Sum-Product and Sum-Product-Max Networks PGM 2022 Approximate Bayesian Computation via Classification JMLR 2022 A prior-based approximate latent Riemannian metric AISTATS 2022 A Probabilistic Framework for Land Deformation Prediction (Student Abstract) AAAI 2022 A Probabilistic Graphical Model Based on Neural-Symbolic Reasoning for Visual Relationship Detection CVPR 2022 A Reparameterization of Mixtures of Truncated Basis Functions and its Applications PGM 2022 A Robust Phased Elimination Algorithm for Corruption-Tolerant Gaussian Process Bandits NeurIPS 2022 A Rotated Hyperbolic Wrapped Normal Distribution for Hierarchical Representation Learning NeurIPS 2022 A Unified Contrastive Energy-based Model for Understanding the Generative Ability of Adversarial Training ICLR 2022 AUTM flow: atomic unrestricted time machine for monotonic normalizing flows UAI 2022 AutoIP: A United Framework to Integrate Physics into Gaussian Processes ICML 2022 A Variational Bayesian Method for Similarity Learning in Non-Rigid Image Registration CVPR 2022 Bayesian Clustering of Neural Spiking Activity Using a Mixture of Dynamic Poisson Factor Analyzers NeurIPS 2022