Bayesian Learning

A Bayesian nonparametric approach to count-min sketch under power-law data streams AISTATS 2021 A Bayesian nonparametric conditional two-sample test with an application to Local Causal Discovery UAI 2021 A Bayesian-Symbolic Approach to Reasoning and Learning in Intuitive Physics NeurIPS 2021 A Bayes-Optimal View on Adversarial Examples JMLR 2021 A Bit More Bayesian: Domain-Invariant Learning with Uncertainty ICML 2021 Active Learning of Continuous-time Bayesian Networks through Interventions ICML 2021 A Discriminative Gaussian Mixture Model with Sparsity ICLR 2021 A Domain-Shrinking based Bayesian Optimization Algorithm with Order-Optimal Regret Performance NeurIPS 2021 AFEC: Active Forgetting of Negative Transfer in Continual Learning NeurIPS 2021 Age Estimation with Speech-Age Model for Heterogeneous Speech Datasets Interspeech 2021 Analysis of high-dimensional Continuous Time Markov Chains using the Local Bouncy Particle Sampler JMLR 2021 A Provably Efficient Model-Free Posterior Sampling Method for Episodic Reinforcement Learning NeurIPS 2021 A sampling-based circuit for optimal decision making NeurIPS 2021 Asymptotic Normality, Concentration, and Coverage of Generalized Posteriors JMLR 2021 Asymptotics of representation learning in finite Bayesian neural networks NeurIPS 2021 Asynchronous $ε$-Greedy Bayesian Optimisation UAI 2021 A Unifying Bayesian Formulation of Measures of Interpretability in Human-AI Interaction IJCAI 2021 BAST: Bayesian Additive Regression Spanning Trees for Complex Constrained Domain NeurIPS 2021 Bayesian Active Learning by Soft Mean Objective Cost of Uncertainty AISTATS 2021 Bayesian Argumentation-Scheme Networks: A Probabilistic Model of Argument Validity Facilitated by Argumentation Schemes EMNLP 2021 Bayesian Coresets: Revisiting the Nonconvex Optimization Perspective AISTATS 2021 Bayesian decision-making under misspecified priors with applications to meta-learning NeurIPS 2021 Bayesian Deep Basis Fitting for Depth Completion With Uncertainty ICCV 2021 Bayesian Dynamic Mode Decomposition with Variational Matrix Factorization AAAI 2021 Bayesian Experience Reuse for Learning from Multiple Demonstrators IJCAI 2021