← Bayesian & Probabilistic
Machine Learning › Bayesian & Probabilistic ›

Bayesian Inference

1724 directly classified papers

Papers per year

Papers

Diffusion Priors for Variational Likelihood Estimation and Image Denoising NIPS 2024
Probabilistic size-and-shape functional mixed models NIPS 2024
Sample-efficient Bayesian Optimisation Using Known Invariances NIPS 2024
Poisson Variational Autoencoder NIPS 2024
A Metalearned Neural Circuit for Nonparametric Bayesian Inference NIPS 2024
Density-based User Representation using Gaussian Process Regression for Multi-interest Personalized Retrieval NIPS 2024
Bayesian Adaptive Calibration and Optimal Design NIPS 2024
Learning via Surrogate PAC-Bayes NIPS 2024
Accelerating Approximate Thompson Sampling with Underdamped Langevin Monte Carlo AISTATS 2024
On cyclical MCMC sampling AISTATS 2024
NeoRL: Efficient Exploration for Nonepisodic RL NIPS 2024
BLoB: Bayesian Low-Rank Adaptation by Backpropagation for Large Language Models NIPS 2024
Robust Gaussian Processes via Relevance Pursuit NIPS 2024
The Best of Both Worlds: On the Dilemma of Out-of-distribution Detection NIPS 2024
Backward Filtering Forward Deciding in Linear Non-Gaussian State Space Models AISTATS 2024
Risk-sensitive control as inference with Rényi divergence NIPS 2024
Coreset Markov chain Monte Carlo AISTATS 2024
Bayesian Optimisation with Unknown Hyperparameters: Regret Bounds Logarithmically Closer to Optimal NIPS 2024
Full Bayesian Significance Testing for Neural Networks AAAI 2024
FedLPA: One-shot Federated Learning with Layer-Wise Posterior Aggregation NIPS 2024
MAPTree: Beating “Optimal” Decision Trees with Bayesian Decision Trees AAAI 2024
Learning Diffusion Priors from Observations by Expectation Maximization NIPS 2024
Prompt Learning with Extended Kalman Filter for Pre-trained Language Models IJCAI 2024
Safe Time-Varying Optimization based on Gaussian Processes with Spatio-Temporal Kernel NIPS 2024
Meta-Learning via PAC-Bayesian with Data-Dependent Prior: Generalization Bounds from Local Entropy IJCAI 2024