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bayesian inference

1904 papers

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Also known as

MCMC MBR BI BVMM MAP

Co-occurring keywords

variational inference (2069) markov chain monte carlo (724) gaussian process (1198) probabilistic modeling (851) uncertainty quantification (1365) posterior distribution (259) bayesian learning (185) gibbs sampling (201) graphical model (863) probabilistic model (476)

Papers

Conformal Bayesian Computation NIPS 2021
Bayesian Bellman Operators NIPS 2021
Slice Sampling Reparameterization Gradients NIPS 2021
Measure Transport with Kernel Stein Discrepancy AISTATS 2021
Bayesian Model Averaging for Causality Estimation and its Approximation based on Gaussian Scale Mixture Distributions AISTATS 2021
Implicit Deep Adaptive Design: Policy-Based Experimental Design without Likelihoods NIPS 2021
Bayesian time-aligned factor analysis of paired multivariate time series JMLR 2021
Out-of-Distribution Detection Using Union of 1-Dimensional Subspaces CVPR 2021
Modeling Sense Structure in Word Usage Graphs with the Weighted Stochastic Block Model ACL 2021
A Probabilistic State Space Model for Joint Inference from Differential Equations and Data NIPS 2021
From Rain Generation to Rain Removal CVPR 2021
A Bayesian-Symbolic Approach to Reasoning and Learning in Intuitive Physics NIPS 2021
Linearly Constrained Gaussian Processes with Boundary Conditions AISTATS 2021
No-regret approximate inference via Bayesian optimisation UAI 2021
Antipodes of Label Differential Privacy: PATE and ALIBI NIPS 2021
Impression learning: Online representation learning with synaptic plasticity NIPS 2021
RollingLDA: An Update Algorithm of Latent Dirichlet Allocation to Construct Consistent Time Series from Textual Data EMNLP 2021
Investigating Methods to Improve Language Model Integration for Attention-Based Encoder-Decoder ASR Models INTERSPEECH 2021
A Hierarchical Variational Neural Uncertainty Model for Stochastic Video Prediction ICCV 2021
Measuring and Improving Model-Moderator Collaboration using Uncertainty Estimation ACL 2021
Evaluation Examples are not Equally Informative: How should that change NLP Leaderboards? ACL 2021
Non-Volume Preserving Hamiltonian Monte Carlo and No-U-TurnSamplers AISTATS 2021
Tracking Disease Outbreaks from Sparse Data with Bayesian Inference AAAI 2021
Lifelong Infinite Mixture Model Based on Knowledge-Driven Dirichlet Process ICCV 2021
An Alternative Probabilistic Interpretation of the Huber Loss CVPR 2021