Bayesian & Probabilistic

Bayesian Quadrature on Riemannian Data Manifolds ICML 2021 Bayesian streaming sparse Tucker decomposition UAI 2021 Bayesian Structural Adaptation for Continual Learning ICML 2021 Bayesian Text Classification and Summarization via A Class-Specified Topic Model JMLR 2021 Bayesian time-aligned factor analysis of paired multivariate time series JMLR 2021 Bayesian Topic Regression for Causal Inference EMNLP 2021 Bayes-TrEx: a Bayesian Sampling Approach to Model Transparency by Example AAAI 2021 Benchmarking Simulation-Based Inference AISTATS 2021 BERT-Beta: A Proactive Probabilistic Approach to Text Moderation EMNLP 2021 Beyond Glass-Box Features: Uncertainty Quantification Enhanced Quality Estimation for Neural Machine Translation EMNLP 2021 Bias and variance of the Bayesian-mean decoder NeurIPS 2021 Black-box density function estimation using recursive partitioning ICML 2021 Black Box Probabilistic Numerics NeurIPS 2021 Categorical Normalizing Flows via Continuous Transformations ICLR 2021 Causal-BALD: Deep Bayesian Active Learning of Outcomes to Infer Treatment-Effects from Observational Data NeurIPS 2021 Causal Hidden Markov Model for Time Series Disease Forecasting CVPR 2021 Characterizing Deep Gaussian Processes via Nonlinear Recurrence Systems AAAI 2021 Circles are like Ellipses, or Ellipses are like Circles? Measuring the Degree of Asymmetry of Static and Contextual Word Embeddings and the Implications to Representation Learning AAAI 2021 Collaborative Bayesian Optimization with Fair Regret ICML 2021 Collapsed Variational Bounds for Bayesian Neural Networks NeurIPS 2021 Comparing Symbolic Models of Language via Bayesian Inference (Student Abstract) AAAI 2021 Complex Coordinate-Based Meta-Analysis with Probabilistic Programming AAAI 2021 Compositional Modeling of Nonlinear Dynamical Systems with ODE-based Random Features NeurIPS 2021 Concentric mixtures of Mallows models for top-k rankings: sampling and identifiability ICML 2021 Conditional Distributional Treatment Effect with Kernel Conditional Mean Embeddings and U-Statistic Regression ICML 2021