Bayesian Inference

Bayes-MIL: A New Probabilistic Perspective on Attention-based Multiple Instance Learning for Whole Slide Images ICLR 2023 Bayes-Newton Methods for Approximate Bayesian Inference with PSD Guarantees JMLR 2023 Bayes-optimal Learning of Deep Random Networks of Extensive-width ICML 2023 Bayes Risk Transducer: Transducer with Controllable Alignment Prediction Interspeech 2023 BayesTune: Bayesian Sparse Deep Model Fine-tuning NeurIPS 2023 Beam Search Optimized Batch Bayesian Active Learning AAAI 2023 BeliefPPG: Uncertainty-aware heart rate estimation from PPG signals via belief propagation UAI 2023 BETA-CD: A Bayesian Meta-Learned Cognitive Diagnosis Framework for Personalized Learning AAAI 2023 Beyond Confidence: Reliable Models Should Also Consider Atypicality NeurIPS 2023 Beyond Deep Ensembles: A Large-Scale Evaluation of Bayesian Deep Learning under Distribution Shift NeurIPS 2023 Beyond Unimodal: Generalising Neural Processes for Multimodal Uncertainty Estimation NeurIPS 2023 BNN-DP: Robustness Certification of Bayesian Neural Networks via Dynamic Programming ICML 2023 Boosting Semi-Supervised Semantic Segmentation with Probabilistic Representations AAAI 2023 Boosting Summarization with Normalizing Flows and Aggressive Training EMNLP 2023 Bounce: Reliable High-Dimensional Bayesian Optimization for Combinatorial and Mixed Spaces NeurIPS 2023 Bounding Evidence and Estimating Log-Likelihood in VAE AISTATS 2023 Bridge the Inference Gaps of Neural Processes via Expectation Maximization ICLR 2023 But Are You Sure? An Uncertainty-Aware Perspective on Explainable AI AISTATS 2023 Calibrating Neural Simulation-Based Inference with Differentiable Coverage Probability NeurIPS 2023 Calibrating Transformers via Sparse Gaussian Processes ICLR 2023 Calibrating Uncertainty for Semi-Supervised Crowd Counting ICCV 2023 Causal Entropy Optimization AISTATS 2023 Causal Modeling of Policy Interventions From Treatment-Outcome Sequences ICML 2023 CBD: A Certified Backdoor Detector Based on Local Dominant Probability NeurIPS 2023 CGS: Coupled Growth and Survival Model with Cohort Fairness IJCAI 2023