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Bayesian & Probabilistic

4,335 papers (2 classified directly here)

Subtopics

Probabilistic Modeling (2,599) Bayesian Learning (1,663) Bayesian Inference (523) Variational Inference (107) Gaussian Processes (6) Bayesian Networks (5)

Papers per year

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Papers (including subtopics)

Sinusoidal Flow: A Fast Invertible Autoregressive Flow ACML 2021
Deconditional Downscaling with Gaussian Processes NIPS 2021
Similarity measure for sparse time course data based on Gaussian processes UAI 2021
Fast and Efficient DNN Deployment via Deep Gaussian Transfer Learning ICCV 2021
Group Fairness by Probabilistic Modeling with Latent Fair Decisions AAAI 2021
VariBAD: Variational Bayes-Adaptive Deep RL via Meta-Learning JMLR 2021
Variational Auto-Regressive Gaussian Processes for Continual Learning ICML 2021
Scalable Variational Gaussian Processes via Harmonic Kernel Decomposition ICML 2021
Relaxed Clustered Hawkes Process for Student Procrastination Modeling in MOOCs AAAI 2021
The Minecraft Kernel: Modelling correlated Gaussian Processes in the Fourier domain AISTATS 2021
Matérn Gaussian Processes on Graphs AISTATS 2021
Sparse within Sparse Gaussian Processes using Neighbor Information ICML 2021
Conditional Temporal Neural Processes with Covariance Loss ICML 2021
Implicit Generative Copulas NIPS 2021
Nonparametric Hamiltonian Monte Carlo ICML 2021
Probabilistic Sequential Matrix Factorization AISTATS 2021
Bayes-TrEx: a Bayesian Sampling Approach to Model Transparency by Example AAAI 2021
Meta-Learning Reliable Priors in the Function Space NIPS 2021
Particle-Gibbs Sampling for Bayesian Feature Allocation Models JMLR 2021
Learning to Learn Dense Gaussian Processes for Few-Shot Learning NIPS 2021
Latent Derivative Bayesian Last Layer Networks AISTATS 2021
Raven's Progressive Matrices Completion with Latent Gaussian Process Priors AAAI 2021
Parallel tempering on optimized paths ICML 2021
A Bayesian Contiguous Partitioning Method for Learning Clustered Latent Variables JMLR 2021
Does referent predictability affect the choice of referential form? A computational approach using masked coreference resolution CONLL 2021