Bayesian Inference

Scalable Constrained Bayesian Optimization AISTATS 2021 Scalable Gaussian Process Variational Autoencoders AISTATS 2021 Scalable gradient matching based on state space Gaussian Processes ACML 2021 Scalable Inference in SDEs by Direct Matching of the Fokker–Planck–Kolmogorov Equation NeurIPS 2021 Scalable Marginal Likelihood Estimation for Model Selection in Deep Learning ICML 2021 Scalable Thompson Sampling using Sparse Gaussian Process Models NeurIPS 2021 Scalable Variational Gaussian Processes via Harmonic Kernel Decomposition ICML 2021 Scaling Gaussian Processes with Derivative Information Using Variational Inference NeurIPS 2021 Scaling Hamiltonian Monte Carlo inference for Bayesian neural networks with symmetric splitting UAI 2021 Scallop: From Probabilistic Deductive Databases to Scalable Differentiable Reasoning NeurIPS 2021 SDF-Bayes: Cautious Optimism in Safe Dose-Finding Clinical Trials with Drug Combinations and Heterogeneous Patient Groups AISTATS 2021 Search from History and Reason for Future: Two-stage Reasoning on Temporal Knowledge Graphs ACL 2021 Self-Guided Community Detection on Networks with Missing Edges IJCAI 2021 Semantic Linking Maps for Active Visual Object Search (Extended Abstract) IJCAI 2021 Semi-Supervised Learning with Variational Bayesian Inference and Maximum Uncertainty Regularization AAAI 2021 Sequence-to-Sequence Learning for Deep Gaussian Process Based Speech Synthesis Using Self-Attention GP Layer Interspeech 2021 Sequential core-set Monte Carlo UAI 2021 Shadow Manifold Hamiltonian Monte Carlo AISTATS 2021 Shape your Space: A Gaussian Mixture Regularization Approach to Deterministic Autoencoders NeurIPS 2021 Shapley explainability on the data manifold ICLR 2021 SHPOS: A Theoretical Guaranteed Accelerated Particle Optimization Sampling Method IJCAI 2021 SigGPDE: Scaling Sparse Gaussian Processes on Sequential Data ICML 2021 Signaling in Bayesian Network Congestion Games: the Subtle Power of Symmetry AAAI 2021 Simple and Effective Stochastic Neural Networks AAAI 2021 SKIing on Simplices: Kernel Interpolation on the Permutohedral Lattice for Scalable Gaussian Processes ICML 2021