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Bayesian Inference

4821 directly classified papers

Papers per year

Papers

{PF}$^2$ES: Parallel Feasible Pareto Frontier Entropy Search for Multi-Objective Bayesian Optimization AISTATS 2023
Scalable Bayesian Optimization Using Vecchia Approximations of Gaussian Processes AISTATS 2023
Modeling the Distributional Uncertainty for Salient Object Detection Models CVPR 2023
Boosting Semi-Supervised Semantic Segmentation with Probabilistic Representations AAAI 2023
Towards Scalable and Robust Structured Bandits: A Meta-Learning Framework AISTATS 2023
Bayesian Optimization with Conformal Prediction Sets AISTATS 2023
Nonstationary Bandit Learning via Predictive Sampling AISTATS 2023
Flexible Visual Recognition by Evidential Modeling of Confusion and Ignorance ICCV 2023
The Art of BART: Minimax Optimality over Nonhomogeneous Smoothness in High Dimension JMLR 2023
Bayesian Structure Scores for Probabilistic Circuits AISTATS 2023
Safety Verification of Nonlinear Systems with Bayesian Neural Network Controllers AAAI 2023
Adaptive Cholesky Gaussian Processes AISTATS 2023
Learning a Depth Covariance Function CVPR 2023
Plausible Uncertainties for Human Pose Regression ICCV 2023
Gradient-Based Uncertainty Attribution for Explainable Bayesian Deep Learning CVPR 2023
Bayesian Variable Selection in a Million Dimensions AISTATS 2023
Explaining the effects of non-convergent MCMC in the training of Energy-Based Models ICML 2023
Meta-Uncertainty in Bayesian Model Comparison AISTATS 2023
ELFNet: Evidential Local-global Fusion for Stereo Matching ICCV 2023
Unsupervised Sampling Promoting for Stochastic Human Trajectory Prediction CVPR 2023
A Complete Recipe for Diffusion Generative Models ICCV 2023
BARA: Efficient Incentive Mechanism with Online Reward Budget Allocation in Cross-Silo Federated Learning IJCAI 2023
c-TPE: Tree-structured Parzen Estimator with Inequality Constraints for Expensive Hyperparameter Optimization IJCAI 2023
Learning Dissemination Strategies for External Sources in Opinion Dynamic Models with Cognitive Biases IJCAI 2023
Online Restless Bandits with Unobserved States ICML 2023