bayesian deep learning

Bayesian Methods for Semi-supervised Text Annotation COLING 2020 Characterizing Membership Privacy in Stochastic Gradient Langevin Dynamics AAAI 2020 Cyclical Stochastic Gradient MCMC for Bayesian Deep Learning ICLR 2020 How Good is the Bayes Posterior in Deep Neural Networks Really? ICML 2020 Learnable Bernoulli Dropout for Bayesian Deep Learning AISTATS 2020 Non-convex Learning via Replica Exchange Stochastic Gradient MCMC ICML 2020 SDE-Net: Equipping Deep Neural Networks with Uncertainty Estimates ICML 2020 Specifying Weight Priors in Bayesian Deep Neural Networks with Empirical Bayes AAAI 2020 Stationary Activations for Uncertainty Calibration in Deep Learning NeurIPS 2020 Uncertainty-Aware CNNs for Depth Completion: Uncertainty from Beginning to End CVPR 2020 Uncertainty-aware Self-training for Few-shot Text Classification NeurIPS 2020 Walsh-Hadamard Variational Inference for Bayesian Deep Learning NeurIPS 2020 A Simple Baseline for Bayesian Uncertainty in Deep Learning NeurIPS 2019 Bayesian Deep Collaborative Matrix Factorization AAAI 2019 Icebreaker: Element-wise Efficient Information Acquisition with a Bayesian Deep Latent Gaussian Model NeurIPS 2019 Learning for Single-Shot Confidence Calibration in Deep Neural Networks Through Stochastic Inferences CVPR 2019 Practical Deep Learning with Bayesian Principles NeurIPS 2019 Quantifying Uncertainties in Natural Language Processing Tasks AAAI 2019 Uncertainty-Aware Audiovisual Activity Recognition Using Deep Bayesian Variational Inference ICCV 2019 Deep Bayesian Active Learning for Natural Language Processing: Results of a Large-Scale Empirical Study EMNLP 2018 Fast generalization error bound of deep learning from a kernel perspective AISTATS 2018 Global SNR Estimation of Speech Signals Using Entropy and Uncertainty Estimates from Dropout Networks Interspeech 2018 Learning Structural Weight Uncertainty for Sequential Decision-Making AISTATS 2018 Probabilistic Machine Learning: Models, Algorithms and a Programming Library IJCAI 2018 Proximity Variational Inference AISTATS 2018