Bayesian Inference

Bayesian Topic Regression for Causal Inference EMNLP 2021 Bayesian Triplet Loss: Uncertainty Quantification in Image Retrieval ICCV 2021 BayesIMP: Uncertainty Quantification for Causal Data Fusion NeurIPS 2021 BayLIME: Bayesian local interpretable model-agnostic explanations UAI 2021 BCD Nets: Scalable Variational Approaches for Bayesian Causal Discovery NeurIPS 2021 Benchmarking Simulation-Based Inference AISTATS 2021 Beyond Glass-Box Features: Uncertainty Quantification Enhanced Quality Estimation for Neural Machine Translation EMNLP 2021 Beyond Marginal Uncertainty: How Accurately can Bayesian Regression Models Estimate Posterior Predictive Correlations? AISTATS 2021 Bias and variance of the Bayesian-mean decoder NeurIPS 2021 Bias-Free Scalable Gaussian Processes via Randomized Truncations ICML 2021 Bias-Robust Bayesian Optimization via Dueling Bandits ICML 2021 BKT-POMDP: Fast Action Selection for User Skill Modelling over Tasks with Multiple Skills IJCAI 2021 Black-box density function estimation using recursive partitioning ICML 2021 Black Box Probabilistic Numerics NeurIPS 2021 Boosting Variational Inference With Locally Adaptive Step-Sizes IJCAI 2021 BORE: Bayesian Optimization by Density-Ratio Estimation ICML 2021 Calibrate your listeners! Robust communication-based training for pragmatic speakers EMNLP 2021 Capturing Uncertainty in Unsupervised GPS Trajectory Segmentation Using Bayesian Deep Learning AAAI 2021 Cascaded Head-colliding Attention ACL 2021 Causal Modeling with Stochastic Confounders AISTATS 2021 Center Smoothing: Certified Robustness for Networks with Structured Outputs NeurIPS 2021 Certification of iterative predictions in Bayesian neural networks UAI 2021 Challenges and Opportunities in High Dimensional Variational Inference NeurIPS 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 Clinical Risk Prediction with Temporal Probabilistic Asymmetric Multi-Task Learning AAAI 2021