Probabilistic Modeling

Stochastic Generative Flow Networks UAI 2023 The d-Separation Criterion in Categorical Probability JMLR 2023 The Fine Print on Tempered Posteriors ACML 2023 The Lauritzen-Chen Likelihood For Graphical Models AISTATS 2023 Tight Bounds on the Hardness of Learning Simple Nonparametric Mixtures COLT 2023 Tighter PAC-Bayes Bounds Through Coin-Betting COLT 2023 TopicFM: Robust and Interpretable Topic-Assisted Feature Matching AAAI 2023 Towards a Complete Analysis of Langevin Monte Carlo: Beyond Poincaré Inequality COLT 2023 Tractable and Near-Optimal Adversarial Algorithms for Robust Estimation in Contaminated Gaussian Models JMLR 2023 Transformed Gaussian Processes for Characterizing a Model’s Discrepancy ACML 2023 Transport Elliptical Slice Sampling AISTATS 2023 Trusted Fine-Grained Image Classification through Hierarchical Evidence Fusion AAAI 2023 Undirected Probabilistic Model for Tensor Decomposition NeurIPS 2023 Uniqueness of BP fixed point for the Potts model and applications to community detection COLT 2023 Unsupervised representation learning with recognition-parametrised probabilistic models AISTATS 2023 Variational Wasserstein Barycenters with C-cyclical Monotonicity Regularization AAAI 2023 What is Flagged in Uncertainty Quantification? Latent Density Models for Uncertainty Categorization NeurIPS 2023 Abstract Argumentation Frameworks with Marginal Probabilities IJCAI 2022 Accurate and Scalable Gaussian Processes for Fine-Grained Air Quality Inference AAAI 2022 A Class of Conjugate Priors for Multinomial Probit Models which Includes the Multivariate Normal One JMLR 2022 A Completely Tuning-Free and Robust Approach to Sparse Precision Matrix Estimation ICML 2022 Amplitude Spectrum Transformation for Open Compound Domain Adaptive Semantic Segmentation AAAI 2022 Analyzing and Improving the Optimization Landscape of Noise-Contrastive Estimation ICLR 2022 An Initialization Scheme for Meeting Separation with Spatial Mixture Models Interspeech 2022 A Nonconvex Framework for Structured Dynamic Covariance Recovery JMLR 2022