Bayesian Learning

Stochastic Weight Sharing for Bayesian Neural Networks AISTATS 2025 Streamlining Prediction in Bayesian Deep Learning ICLR 2025 Toward Informed AV Decision-Making: Computational Model of Well-being and Trust in Mobility IJCAI 2025 Towards Uncertainty Unification: A Case Study for Preference Learning RSS 2025 TSTAI: A Time-varying Brain Effective Connectivity Network Construction Method Combining with Brain Active Information IJCAI 2025 Uncertainty Modelling in Under-Represented Languages with Bayesian Deep Gaussian Processes COLING 2025 3D Gaussian Splatting as Markov Chain Monte Carlo NeurIPS 2024 A Bayesian Approach to Data Point Selection NeurIPS 2024 A Bayesian Approach to Harnessing the Power of LLMs in Authorship Attribution EMNLP 2024 A Bayesian Learning Algorithm for Unknown Zero-sum Stochastic Games with an Arbitrary Opponent AISTATS 2024 A Bayesian Spatial Model to Correct Under-Reporting in Urban Crowdsourcing AAAI 2024 Active Learning for Derivative-Based Global Sensitivity Analysis with Gaussian Processes NeurIPS 2024 A flexible empirical Bayes approach to multiple linear regression and connections with penalized regression JMLR 2024 A Hierarchical Bayesian Model for Few-Shot Meta Learning ICLR 2024 Amortizing intractable inference in large language models ICLR 2024 A Study of Bayesian Neural Network Surrogates for Bayesian Optimization ICLR 2024 A Symmetry-Aware Exploration of Bayesian Neural Network Posteriors ICLR 2024 Bayesian Adaptive Calibration and Optimal Design NeurIPS 2024 Bayesian Calibration of Win Rate Estimation with LLM Evaluators EMNLP 2024 Bayesian Coreset Optimization for Personalized Federated Learning ICLR 2024 Bayesian Example Selection Improves In-Context Learning for Speech, Text and Visual Modalities EMNLP 2024 Bayesian-guided Label Mapping for Visual Reprogramming NeurIPS 2024 Bayesian Online Natural Gradient (BONG) NeurIPS 2024 Bayesian Semi-structured Subspace Inference AISTATS 2024 Bayesian Structural Learning with Parametric Marginals for Count Data: An Application to Microbiota Systems JMLR 2024