Bayesian & Probabilistic

Byzantine-tolerant federated Gaussian process regression for streaming data NeurIPS 2022 CARD: Classification and Regression Diffusion Models NeurIPS 2022 Coherent Point Drift Revisited for Non-Rigid Shape Matching and Registration CVPR 2022 COMET Flows: Towards Generative Modeling of Multivariate Extremes and Tail Dependence IJCAI 2022 Comparing Distributions by Measuring Differences that Affect Decision Making ICLR 2022 Competing Mutual Information Constraints with Stochastic Competition-Based Activations for Learning Diversified Representations AAAI 2022 Conceptualizing Treatment Leakage in Text-based Causal Inference NAACL 2022 Concrete Score Matching: Generalized Score Matching for Discrete Data NeurIPS 2022 Conditional Independence Testing with Heteroskedastic Data and Applications to Causal Discovery NeurIPS 2022 Conformal Frequency Estimation with Sketched Data NeurIPS 2022 Constrained Density Matching and Modeling for Cross-lingual Alignment of Contextualized Representations ACML 2022 Constrained Langevin Algorithms with L-mixing External Random Variables NeurIPS 2022 Constraining Gaussian Processes to Systems of Linear Ordinary Differential Equations NeurIPS 2022 Constraining Linear-chain CRFs to Regular Languages ICLR 2022 Continual Learning via Sequential Function-Space Variational Inference ICML 2022 Continuously Tempered PDMP samplers NeurIPS 2022 Convergence of Feedback Arc Set-Based Heuristics for Linear Structural Equation Models PGM 2022 Convergence Rates for Gaussian Mixtures of Experts JMLR 2022 Corruption-Robust Contextual Search through Density Updates COLT 2022 Cross-Linked Unified Embedding for cross-modality representation learning NeurIPS 2022 Debiased Batch Normalization via Gaussian Process for Generalizable Person Re-identification AAAI 2022 Decentralized Local Stochastic Extra-Gradient for Variational Inequalities NeurIPS 2022 Deep Hierarchy in Bandits ICML 2022 Deep Hybrid Models for Out-of-Distribution Detection CVPR 2022 Deep Neyman-Scott Processes AISTATS 2022