Bayesian & Probabilistic

You Only Derive Once (YODO): Automatic Differentiation for Efficient Sensitivity Analysis in Bayesian Networks PGM 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 Contiguous Partitioning Method for Learning Clustered Latent Variables JMLR 2021 A Bayesian Framework for Information-Theoretic Probing EMNLP 2021 A Bayesian nonparametric approach to count-min sketch under power-law data streams AISTATS 2021 A Bayesian nonparametric conditional two-sample test with an application to Local Causal Discovery UAI 2021 A Bayesian-Symbolic Approach to Reasoning and Learning in Intuitive Physics NeurIPS 2021 A Bayes-Optimal View on Adversarial Examples JMLR 2021 A Bit More Bayesian: Domain-Invariant Learning with Uncertainty ICML 2021 Abstract Spatial-Temporal Reasoning via Probabilistic Abduction and Execution CVPR 2021 A Compositional Atlas of Tractable Circuit Operations for Probabilistic Inference NeurIPS 2021 Across-animal odor decoding by probabilistic manifold alignment NeurIPS 2021 Active Assessment of Prediction Services as Accuracy Surface Over Attribute Combinations NeurIPS 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 of Continuous-time Bayesian Networks through Interventions ICML 2021 Active Learning with Maximum Margin Sparse Gaussian Processes AISTATS 2021 Active Safety Envelopes using Light Curtains with Probabilistic Guarantees RSS 2021 A Discriminative Gaussian Mixture Model with Sparsity ICLR 2021 A Domain-Shrinking based Bayesian Optimization Algorithm with Order-Optimal Regret Performance NeurIPS 2021 Adversarial Learning of Poisson Factorisation Model for Gauging Brand Sentiment in User Reviews EACL 2021 AFEC: Active Forgetting of Negative Transfer in Continual Learning NeurIPS 2021 Affective Processes: Stochastic Modelling of Temporal Context for Emotion and Facial Expression Recognition CVPR 2021