approximate inference

Bayes-MIL: A New Probabilistic Perspective on Attention-based Multiple Instance Learning for Whole Slide Images ICLR 2023 Fast Converging Anytime Model Counting AAAI 2023 Fast Online Node Labeling for Very Large Graphs ICML 2023 Massively parallel reweighted wake-sleep UAI 2023 Optimal Regret Is Achievable with Bounded Approximate Inference Error: An Enhanced Bayesian Upper Confidence Bound Framework NeurIPS 2023 Piecewise Deterministic Markov Processes for Bayesian Neural Networks UAI 2023 ApproxIFER: A Model-Agnostic Approach to Resilient and Robust Prediction Serving Systems AAAI 2022 Approximate Inference for Stochastic Planning in Factored Spaces PGM 2022 Bezier Gaussian Processes for Tall and Wide Data NeurIPS 2022 Black-box coreset variational inference NeurIPS 2022 Diffusion Models as Plug-and-Play Priors NeurIPS 2022 Discovering Inductive Bias with Gibbs Priors: A Diagnostic Tool for Approximate Bayesian Inference AISTATS 2022 Efficient Approximate Inference for Stationary Kernel on Frequency Domain ICML 2022 Exploiting locality in high-dimensional Factorial hidden Markov models JMLR 2022 Function-space Inference with Sparse Implicit Processes ICML 2022 Gaussian Process Modeling of Approximate Inference Errors for Variational Autoencoders CVPR 2022 Hybrid Memoised Wake-Sleep: Approximate Inference at the Discrete-Continuous Interface ICLR 2022 Interpolating between sampling and variational inference with infinite stochastic mixtures UAI 2022 Online Planning in POMDPs with Self-Improving Simulators IJCAI 2022 On Uncertainty, Tempering, and Data Augmentation in Bayesian Classification NeurIPS 2022 Self-Supervised Inference in State-Space Models ICLR 2022 Span-Based Semantic Role Labeling with Argument Pruning and Second-Order Inference AAAI 2022 Speeding up approximate MAP by applying domain knowledge about relevant variables PGM 2022 The Neurally-Guided Shape Parser: Grammar-Based Labeling of 3D Shape Regions With Approximate Inference CVPR 2022 Tractable Uncertainty for Structure Learning ICML 2022