bayesian neural network

Mind the GAP: Improving Robustness to Subpopulation Shifts with Group-Aware Priors AISTATS 2024 On Feynman-Kac training of partial Bayesian neural networks AISTATS 2024 Posterior Inference on Shallow Infinitely Wide Bayesian Neural Networks under Weights with Unbounded Variance UAI 2024 Reparameterization invariance in approximate Bayesian inference NeurIPS 2024 Reparameterized Importance Sampling for Robust Variational Bayesian Neural Networks ICML 2024 Sampling-Resilient Multi-Object Tracking AAAI 2024 The Empirical Impact of Neural Parameter Symmetries, or Lack Thereof NeurIPS 2024 Tight Verification of Probabilistic Robustness in Bayesian Neural Networks AISTATS 2024 Towards Efficient MCMC Sampling in Bayesian Neural Networks by Exploiting Symmetry (Extended Abstract) IJCAI 2024 Towards Scalable Bayesian Transformers: Investigating stochastic subset selection for NLP UAI 2024 Training Bayesian Neural Networks with Sparse Subspace Variational Inference ICLR 2024 Variational Bayesian Last Layers ICLR 2024 Active Learning in Bayesian Neural Networks with Balanced Entropy Learning Principle ICLR 2023 Adaptive Uncertainty Estimation via High-Dimensional Testing on Latent Representations NeurIPS 2023 Adversarial Bayesian Augmentation for Single-Source Domain Generalization ICCV 2023 Approximate Bayesian Inference with Stein Functional Variational Gradient Descent ICLR 2023 A Targeted Accuracy Diagnostic for Variational Approximations AISTATS 2023 Bayesian Neural Networks Avoid Encoding Complex and Perturbation-Sensitive Concepts ICML 2023 Bayesian numerical integration with neural networks UAI 2023 BNN-DP: Robustness Certification of Bayesian Neural Networks via Dynamic Programming ICML 2023 Collapsed Inference for Bayesian Deep Learning NeurIPS 2023 Deep Variational Implicit Processes ICLR 2023 Do Bayesian Neural Networks Need To Be Fully Stochastic? AISTATS 2023 Feature-Space Bayesian Adversarial Learning Improved Malware Detector Robustness AAAI 2023 Flat Seeking Bayesian Neural Networks NeurIPS 2023