Probabilistic Modeling

On the Role of Channel Capacity in Learning Gaussian Mixture Models COLT 2022 Optimal SQ Lower Bounds for Robustly Learning Discrete Product Distributions and Ising Models COLT 2022 Out-of-Distribution Detection via Conditional Kernel Independence Model NeurIPS 2022 Personalized Public Policy Analysis in Social Sciences Using Causal-Graphical Normalizing Flows AAAI 2022 Phase transitions in when feedback is useful NeurIPS 2022 Pitfalls of Epistemic Uncertainty Quantification through Loss Minimisation NeurIPS 2022 PLAD: Learning To Infer Shape Programs With Pseudo-Labels and Approximate Distributions CVPR 2022 Platt-Bin: Efficient Posterior Calibrated Training for NLP Classifiers ACL 2022 PrEF: Probabilistic Electricity Forecasting via Copula-Augmented State Space Model AAAI 2022 Probabilistic Adaptive Spatial-Temporal Regularized Correlation Filters for UAV Tracking ACML 2022 Probabilistic Missing Value Imputation for Mixed Categorical and Ordered Data NeurIPS 2022 Probabilistic Spherical Discriminant Analysis: An Alternative to PLDA for length-normalized embeddings Interspeech 2022 Probable Domain Generalization via Quantile Risk Minimization NeurIPS 2022 Reconstructing Diffusion Networks from Incomplete Data IJCAI 2022 Recoverability Landscape of Tree Structured Markov Random Fields under Symmetric Noise AISTATS 2022 Relational Neural Markov Random Fields AISTATS 2022 Robust and Accurate Superquadric Recovery: A Probabilistic Approach CVPR 2022 Sampling from Arbitrary Functions via PSD Models AISTATS 2022 Scalable MCMC Sampling for Nonsymmetric Determinantal Point Processes ICML 2022 Scalable Sampling for Nonsymmetric Determinantal Point Processes ICLR 2022 Seed-Guided Topic Discovery with Out-of-Vocabulary Seeds NAACL 2022 Self-Consistency of the Fokker Planck Equation COLT 2022 Semiparametric Inference For Causal Effects In Graphical Models With Hidden Variables JMLR 2022 Simultaneous Missing Value Imputation and Structure Learning with Groups NeurIPS 2022 Sobolev Norm Learning Rates for Conditional Mean Embeddings AISTATS 2022