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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)

Gaussian Copula Embeddings NIPS 2022
Bandit Theory and Thompson Sampling-Guided Directed Evolution for Sequence Optimization NIPS 2022
Gauss-Legendre Features for Gaussian Process Regression JMLR 2022
QLSD: Quantised Langevin Stochastic Dynamics for Bayesian Federated Learning AISTATS 2022
Algorithmic Fairness Verification with Graphical Models AAAI 2022
Bayesian Spline Learning for Equation Discovery of Nonlinear Dynamics with Quantified Uncertainty NIPS 2022
Bayesian Risk Markov Decision Processes NIPS 2022
Solving Marginal MAP Exactly by Probabilistic Circuit Transformations AISTATS 2022
Bayesian Multinomial Logistic Normal Models through Marginally Latent Matrix-T Processes JMLR 2022
Thompson Sampling Achieves $\tilde{O}(\sqrt{T})$ Regret in Linear Quadratic Control COLT 2022
Bayesian Persuasion in Sequential Decision-Making AAAI 2022
Dynamic 3D Gaze From Afar: Deep Gaze Estimation From Temporal Eye-Head-Body Coordination CVPR 2022
Robust Neural Posterior Estimation and Statistical Model Criticism NIPS 2022
Offline RL Policies Should Be Trained to be Adaptive ICML 2022
Bias aware probabilistic Boolean matrix factorization UAI 2022
Nonparametric Factor Trajectory Learning for Dynamic Tensor Decomposition ICML 2022
Adaptation of the Independent Metropolis-Hastings Sampler with Normalizing Flow Proposals AISTATS 2022
Bezier Gaussian Processes for Tall and Wide Data NIPS 2022
On PAC-Bayesian reconstruction guarantees for VAEs AISTATS 2022
Bi-Level Doubly Variational Learning for Energy-Based Latent Variable Models CVPR 2022
Flow-Adapter Architecture for Unsupervised Machine Translation ACL 2022
Bayesian federated estimation of causal effects from observational data UAI 2022
Robust Bayesian Regression via Hard Thresholding NIPS 2022
EM’s Convergence in Gaussian Latent Tree Models COLT 2022
A Probabilistic Graphical Model Based on Neural-Symbolic Reasoning for Visual Relationship Detection CVPR 2022