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Bayesian Inference

4,821 papers

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Papers

Subset-of-data variational inference for deep Gaussian-processes regression UAI 2021
Faster lifting for two-variable logic using cell graphs UAI 2021
Post-hoc loss-calibration for Bayesian neural networks UAI 2021
Trusted-maximizers entropy search for efficient Bayesian optimization UAI 2021
Multi-output Gaussian Processes for uncertainty-aware recommender systems UAI 2021
Information theoretic meta learning with Gaussian processes UAI 2021
Combining pseudo-point and state space approximations for sum-separable Gaussian Processes UAI 2021
Hierarchical learning of Hidden Markov Models with clustering regularization UAI 2021
Federated stochastic gradient Langevin dynamics UAI 2021
Certification of iterative predictions in Bayesian neural networks UAI 2021
Variational refinement for importance sampling using the forward Kullback-Leibler divergence UAI 2021
Diagnostics for conditional density models and Bayesian inference algorithms UAI 2021
Active multi-fidelity Bayesian online changepoint detection UAI 2021
q-Paths: Generalizing the geometric annealing path using power means UAI 2021
Leveraging probabilistic circuits for nonparametric multi-output regression UAI 2021
Efficient online inference for nonparametric mixture models UAI 2021
No-regret approximate inference via Bayesian optimisation UAI 2021
Geometric rates of convergence for kernel-based sampling algorithms UAI 2021
Sequential core-set Monte Carlo UAI 2021
Few-Shot Learning via Feature Hallucination With Variational Inference WACV 2021
A Variational Information Bottleneck Based Method to Compress Sequential Networks for Human Action Recognition WACV 2021
Do Not Forget to Attend to Uncertainty While Mitigating Catastrophic Forgetting WACV 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
Same Same but DifferNet: Semi-Supervised Defect Detection With Normalizing Flows WACV 2021