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Bayesian Inference

4821 directly classified papers

Papers per year

Papers

Adapting the Linearised Laplace Model Evidence for Modern Deep Learning ICML 2022
Structured Stochastic Gradient MCMC ICML 2022
PACm-Bayes: Narrowing the Empirical Risk Gap in the Misspecified Bayesian Regime AISTATS 2022
Nonparametric Relational Models with Superrectangulation AISTATS 2022
Pick-and-Mix Information Operators for Probabilistic ODE Solvers AISTATS 2022
Fully General Online Imitation Learning JMLR 2022
Fast and Robust Rank Aggregation against Model Misspecification JMLR 2022
Bayesian Uncertainty and Expected Gradient Length - Regression: Two Sides of the Same Coin? WACV 2022
Uncertainty Learning Towards Unsupervised Deformable Medical Image Registration WACV 2022
Dynamic CNNs Using Uncertainty To Overcome Domain Generalization for Surgical Instrument Localization WACV 2022
Inference and Learning with Model Uncertainty in Probabilistic Logic Programs AAAI 2022
Modeling Aleatoric Uncertainty for Camouflaged Object Detection WACV 2022
DPVI: A Dynamic-Weight Particle-Based Variational Inference Framework IJCAI 2022
BayCon: Model-agnostic Bayesian Counterfactual Generator IJCAI 2022
Combining Constraint Solving and Bayesian Techniques for System Optimization IJCAI 2022
On the Practicality of Deterministic Epistemic Uncertainty ICML 2022
Centroid Approximation for Bootstrap: Improving Particle Quality at Inference ICML 2022
Hessian-Free High-Resolution Nesterov Acceleration For Sampling ICML 2022
Learning Domain Adaptive Object Detection with Probabilistic Teacher ICML 2022
Deep Reference Priors: What is the best way to pretrain a model? ICML 2022
Scalable First-Order Bayesian Optimization via Structured Automatic Differentiation ICML 2022
Encoding Probabilistic Graphical Models into Stochastic Boolean Satisfiability IJCAI 2022
Non-Cheating Teaching Revisited: A New Probabilistic Machine Teaching Model IJCAI 2022
Thompson Sampling for Bandit Learning in Matching Markets IJCAI 2022
Learning Mixture of Neural Temporal Point Processes for Multi-dimensional Event Sequence Clustering IJCAI 2022