bayesian learning

Learning Sparse Codes with Entropy-Based ELBOs AISTATS 2024 Make Prompts Adaptable: Bayesian Modeling for Vision-Language Prompt Learning with Data-Dependent Prior AAAI 2024 On Neural Networks as Infinite Tree-Structured Probabilistic Graphical Models NeurIPS 2024 PAC-Bayes-Chernoff bounds for unbounded losses NeurIPS 2024 Penalized Overdamped and Underdamped Langevin Monte Carlo Algorithms for Constrained Sampling JMLR 2024 Probabilistic size-and-shape functional mixed models NeurIPS 2024 Root Cause Explanation of Outliers under Noisy Mechanisms AAAI 2024 Sample Efficient Bayesian Learning of Causal Graphs from Interventions NeurIPS 2024 Scores for Learning Discrete Causal Graphs with Unobserved Confounders AAAI 2024 Sparse Variational Student-t Processes AAAI 2024 Stationary Kernels and Gaussian Processes on Lie Groups and their Homogeneous Spaces II: non-compact symmetric spaces JMLR 2024 Stationary Kernels and Gaussian Processes on Lie Groups and their Homogeneous Spaces I: the compact case JMLR 2024 Submodular information selection for hypothesis testing with misclassification penalties L4DC 2024 The Choice of Noninformative Priors for Thompson Sampling in Multiparameter Bandit Models AAAI 2024 Truthful High Dimensional Sparse Linear Regression NeurIPS 2024 Uncertainty-aware Continuous Implicit Neural Representations for Remote Sensing Object Counting AISTATS 2024 Aligning Language Models with Human Preferences via a Bayesian Approach NeurIPS 2023 Bayesian Active Causal Discovery with Multi-Fidelity Experiments NeurIPS 2023 Bayesian Convolutional Deep Sets with Task-Dependent Stationary Prior AISTATS 2023 Bayesian Cross-Modal Alignment Learning for Few-Shot Out-of-Distribution Generalization AAAI 2023 Bayesian Federated Learning: A Survey IJCAI 2023 Bayesian Multi-Task Transfer Learning for Soft Prompt Tuning EMNLP 2023 Bayesian Progressive Deep Topic Model with Knowledge Informed Textual Data Coarsening Process ICML 2023 Defending Black-Box Skeleton-Based Human Activity Classifiers AAAI 2023 Factorised Speaker-environment Adaptive Training of Conformer Speech Recognition Systems Interspeech 2023