Bayesian Inference

VFDS: Variational Foresight Dynamic Selection in Bayesian Neural Networks for Efficient Human Activity Recognition AISTATS 2022 Volatility Based Kernels and Moving Average Means for Accurate Forecasting with Gaussian Processes ICML 2022 Weakly Supervised Word Segmentation for Computational Language Documentation ACL 2022 Weighted Gaussian Process Bandits for Non-stationary Environments AISTATS 2022 Why So Pessimistic? Estimating Uncertainties for Offline RL through Ensembles, and Why Their Independence Matters NeurIPS 2022 Why the Rich Get Richer? On the Balancedness of Random Partition Models ICML 2022 Wide Bayesian neural networks have a simple weight posterior: theory and accelerated sampling ICML 2022 Wide Mean-Field Bayesian Neural Networks Ignore the Data AISTATS 2022 You Only Derive Once (YODO): Automatic Differentiation for Efficient Sensitivity Analysis in Bayesian Networks PGM 2022 Zero-Shot Logit Adjustment IJCAI 2022 K^2-GNN: Multiple Users’ Comments Integration with Probabilistic K-Hop Knowledge Graph Neural Networks ACML 2021 3DP3: 3D Scene Perception via Probabilistic Programming NeurIPS 2021 A Bayesian Approach for Subset Selection in Contextual Bandits AAAI 2021 A Bayesian Contiguous Partitioning Method for Learning Clustered Latent Variables JMLR 2021 A Bayesian Framework for Information-Theoretic Probing EMNLP 2021 A Bit More Bayesian: Domain-Invariant Learning with Uncertainty ICML 2021 Accelerating Metropolis-Hastings with Lightweight Inference Compilation AISTATS 2021 Accounting for Confirmation Bias in Crowdsourced Label Aggregation IJCAI 2021 A Conditional Generative Matching Model for Multi-lingual Reply Suggestion EMNLP 2021 Activation-level uncertainty in deep neural networks ICLR 2021 Active Bayesian Assessment of Black-Box Classifiers AAAI 2021 Active Latent Space Shape Model: A Bayesian Treatment of Shape Model Adaptation With an Application to Psoriatic Arthritis Radiographs WACV 2021 Active Learning for Bayesian 3D Hand Pose Estimation WACV 2021 Active Learning for Sequence Tagging with Deep Pre-trained Models and Bayesian Uncertainty Estimates EACL 2021 Active multi-fidelity Bayesian online changepoint detection UAI 2021