Probabilistic Modeling

Continuous Latent Process Flows NeurIPS 2021 Contrastive Active Inference NeurIPS 2021 Contrastive Neural Processes for Self-Supervised Learning ACML 2021 Convergence behavior of belief propagation: estimating regions of attraction via Lyapunov functions UAI 2021 Counterfactual Mean Embeddings JMLR 2021 Coupling Macro-Sector-Micro Financial Indicators for Learning Stock Representations with Less Uncertainty AAAI 2021 DAGSurv: Directed Ayclic Graph Based Survival Analysis Using Deep Neural Networks ACML 2021 Deconditional Downscaling with Gaussian Processes NeurIPS 2021 Deep Bucket Elimination IJCAI 2021 DeepGEM: Generalized Expectation-Maximization for Blind Inversion NeurIPS 2021 Deep Markov Factor Analysis: Towards Concurrent Temporal and Spatial Analysis of fMRI Data NeurIPS 2021 Deep Neural Networks as Point Estimates for Deep Gaussian Processes NeurIPS 2021 Deep Probabilistic Canonical Correlation Analysis AAAI 2021 Deep Probabilistic Imaging: Uncertainty Quantification and Multi-modal Solution Characterization for Computational Imaging AAAI 2021 Denoising Distantly Supervised Named Entity Recognition via a Hypergeometric Probabilistic Model AAAI 2021 De-randomizing MCMC dynamics with the diffusion Stein operator NeurIPS 2021 Diagnostics for conditional density models and Bayesian inference algorithms UAI 2021 Diffusion Probabilistic Models for 3D Point Cloud Generation CVPR 2021 Diffusion Schrödinger Bridge with Applications to Score-Based Generative Modeling NeurIPS 2021 Directed Spectrum Measures Improve Latent Network Models Of Neural Populations NeurIPS 2021 Does referent predictability affect the choice of referential form? A computational approach using masked coreference resolution CoNLL 2021 Dual Parameterization of Sparse Variational Gaussian Processes NeurIPS 2021 Dynamic Analysis of Higher-Order Coordination in Neuronal Assemblies via De-Sparsified Orthogonal Matching Pursuit NeurIPS 2021 Dynamic Cutset Networks AISTATS 2021 Dynamic Gaussian Mixture based Deep Generative Model For Robust Forecasting on Sparse Multivariate Time Series AAAI 2021