Probabilistic Modeling

Limited-Supervised Multi-Label Learning with Dependency Noise AAAI 2024 Linear Opinion Pooling for Uncertainty Quantification on Graphs UAI 2024 Linear Uncertainty Quantification of Graphical Model Inference NeurIPS 2024 LINGO-Space: Language-Conditioned Incremental Grounding for Space AAAI 2024 Linguistic Obfuscation Attacks and Large Language Model Uncertainty EACL 2024 Logistic Regression Under Network Dependence JMLR 2024 Maximum Entropy Heterogeneous-Agent Reinforcement Learning ICLR 2024 Methods for recovering conditional independence graphs (Abstract Reprint) IJCAI 2024 MMD-based Variable Importance for Distributional Random Forest AISTATS 2024 Model-Based Transfer Learning for Contextual Reinforcement Learning NeurIPS 2024 Modeling Latent Neural Dynamics with Gaussian Process Switching Linear Dynamical Systems NeurIPS 2024 Modelling Variability in Human Annotator Simulation ACL 2024 More Labels or Cases? Assessing Label Variation in Natural Language Inference EACL 2024 Multi-hypotheses Conditioned Point Cloud Diffusion for 3D Human Reconstruction from Occluded Images NeurIPS 2024 Multi-objective Counterfactuals in Bayesian Classifiers with Estimation of Distribution Algorithms PGM 2024 Multiple Hypothesis Dropout: Estimating the Parameters of Multi-Modal Output Distributions AAAI 2024 Multiple-output composite quantile regression through an optimal transport lens COLT 2024 Multivariate Probabilistic Time Series Forecasting with Correlated Errors NeurIPS 2024 Mutual Information Estimation via Normalizing Flows NeurIPS 2024 Near-Optimality of Contrastive Divergence Algorithms NeurIPS 2024 Negative-Binomial Randomized Gamma Dynamical Systems for Heterogeneous Overdispersed Count Time Sequences IJCAI 2024 NESTER: An Adaptive Neurosymbolic Method for Causal Effect Estimation AAAI 2024 Neural Conditional Probability for Uncertainty Quantification NeurIPS 2024 Neural Network Approximators for Marginal MAP in Probabilistic Circuits AAAI 2024 Nonparametric Copula Models for Multivariate, Mixed, and Missing Data JMLR 2024