Probabilistic Modeling

Conditionally Strongly Log-Concave Generative Models ICML 2023 Conformal Prediction with Missing Values ICML 2023 Consistent Model-based Clustering using the Quasi-Bernoulli Stick-breaking Process JMLR 2023 Context-Specific Causal Discovery for Categorical Data Using Staged Trees AISTATS 2023 Contextual Stochastic Block Model: Sharp Thresholds and Contiguity JMLR 2023 Continuously Parameterized Mixture Models ICML 2023 Continuous Mixtures of Tractable Probabilistic Models AAAI 2023 Deep Stochastic Processes via Functional Markov Transition Operators NeurIPS 2023 Delving Into Discrete Normalizing Flows on SO(3) Manifold for Probabilistic Rotation Modeling CVPR 2023 DemaFormer: Damped Exponential Moving Average Transformer with Energy-Based Modeling for Temporal Language Grounding EMNLP 2023 Deriving Language Models from Masked Language Models ACL 2023 Dimension-Grouped Mixed Membership Models for Multivariate Categorical Data JMLR 2023 Effective Neural Topic Modeling with Embedding Clustering Regularization ICML 2023 Efficient and Accurate Learning of Mixtures of Plackett-Luce Models AAAI 2023 Efficient Latent Variable Modeling for Knowledge-Grounded Dialogue Generation EMNLP 2023 Efficient preconditioned stochastic gradient descent for estimation in latent variable models ICML 2023 Encoding Domain Knowledge in Multi-view Latent Variable Models: A Bayesian Approach with Structured Sparsity AISTATS 2023 Explaining the effects of non-convergent MCMC in the training of Energy-Based Models ICML 2023 Expressive probabilistic sampling in recurrent neural networks NeurIPS 2023 Extending Conformal Prediction to Hidden Markov Models with Exact Validity via de Finetti’s Theorem for Markov Chains ICML 2023 FaDIn: Fast Discretized Inference for Hawkes Processes with General Parametric Kernels ICML 2023 Formally Verified Solution Methods for Markov Decision Processes AAAI 2023 Function-space regularized Rényi divergences ICLR 2023 Generalized Precision Matrix for Scalable Estimation of Nonparametric Markov Networks ICLR 2023 Generative Semantic Segmentation CVPR 2023