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Bayesian Inference

5,566 papers

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Papers

Efficient MCMC Sampling with Dimension-Free Convergence Rate using ADMM-type Splitting JMLR 2022
Bayesian Imitation Learning for End-to-End Mobile Manipulation ICML 2022
The Neurally-Guided Shape Parser: Grammar-Based Labeling of 3D Shape Regions With Approximate Inference CVPR 2022
Exploring Predictive Uncertainty and Calibration in NLP: A Study on the Impact of Method & Data Scarcity EMNLP 2022
CoPur: Certifiably Robust Collaborative Inference via Feature Purification NIPS 2022
Bayesian Change-Point Detection for Bandit Feedback in Non-stationary Environments ACML 2022
Information-Theoretic Analysis of Epistemic Uncertainty in Bayesian Meta-learning AISTATS 2022
Calibrated and Sharp Uncertainties in Deep Learning via Density Estimation ICML 2022
Predictive variational Bayesian inference as risk-seeking optimization AISTATS 2022
Variational nearest neighbor Gaussian process ICML 2022
Sampling in Dirichlet Process Mixture Models for Clustering Streaming Data AISTATS 2022
A Quadrature Rule combining Control Variates and Adaptive Importance Sampling NIPS 2022
Grassmann Stein Variational Gradient Descent AISTATS 2022
Latent Time Neural Ordinary Differential Equations AAAI 2022
Input Dependent Sparse Gaussian Processes ICML 2022
A General Recipe for Likelihood-free Bayesian Optimization ICML 2022
Sensing Cox Processes via Posterior Sampling and Positive Bases AISTATS 2022
Is Bayesian Model-Agnostic Meta Learning Better than Model-Agnostic Meta Learning, Provably? AISTATS 2022
Aligning Generative Language Models with Human Values NAACL 2022
An Efficient Sampling Algorithm for Non-smooth Composite Potentials JMLR 2022
Structure-Preserving Learning Using Gaussian Processes and Variational Integrators L4DC 2022
Towards a Unified Framework for Uncertainty-aware Nonlinear Variable Selection with Theoretical Guarantees NIPS 2022
Additive Gaussian Processes Revisited ICML 2022
Online Neural Sequence Detection with Hierarchical Dirichlet Point Process NIPS 2022
Parallel MCMC Without Embarrassing Failures AISTATS 2022