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Bayesian Inference

1724 directly classified papers

Papers per year

Papers

FedNP: Towards Non-IID Federated Learning via Federated Neural Propagation AAAI 2023
Stochastic Marginal Likelihood Gradients using Neural Tangent Kernels ICML 2023
The neural dynamics of word recognition and integration EMNLP 2023
Semi-Supervised Deep Regression with Uncertainty Consistency and Variational Model Ensembling via Bayesian Neural Networks AAAI 2023
BETA-CD: A Bayesian Meta-Learned Cognitive Diagnosis Framework for Personalized Learning AAAI 2023
UoR-NCL at SemEval-2023 Task 1: Learning Word-Sense and Image Embeddings for Word Sense Disambiguation ACL 2023
Discrete Langevin Samplers via Wasserstein Gradient Flow AISTATS 2023
SMCP3: Sequential Monte Carlo with Probabilistic Program Proposals AISTATS 2023
Online Restless Bandits with Unobserved States ICML 2023
The Lauritzen-Chen Likelihood For Graphical Models AISTATS 2023
Incorporating functional summary information in Bayesian neural networks using a Dirichlet process likelihood approach AISTATS 2023
Bayesian Optimization over High-Dimensional Combinatorial Spaces via Dictionary-based Embeddings AISTATS 2023
Multi-Task Off-Policy Learning from Bandit Feedback ICML 2023
PFNs4BO: In-Context Learning for Bayesian Optimization ICML 2023
Compositional Score Modeling for Simulation-Based Inference ICML 2023
Adaptive Annealed Importance Sampling with Constant Rate Progress ICML 2023
On Second-Order Scoring Rules for Epistemic Uncertainty Quantification ICML 2023
On Excess Mass Behavior in Gaussian Mixture Models with Orlicz-Wasserstein Distances ICML 2023
Transport Elliptical Slice Sampling AISTATS 2023
BNN-DP: Robustness Certification of Bayesian Neural Networks via Dynamic Programming ICML 2023
Differentially Private Distributed Bayesian Linear Regression with MCMC ICML 2023
Leveraging Demonstrations to Improve Online Learning: Quality Matters ICML 2023
Risk Bounds on Aleatoric Uncertainty Recovery AISTATS 2023
Bayesian Strategy-Proof Facility Location via Robust Estimation AISTATS 2023
MARS: Masked Automatic Ranks Selection in Tensor Decompositions AISTATS 2023