Bayesian Inference

Perceive With Confidence: Statistical Safety Assurances for Navigation with Learning-Based Perception CoRL 2024 Perceptual Scales Predicted by Fisher Information Metrics ICLR 2024 PGMax: Factor Graphs for Discrete Probabilistic Graphical Models and Loopy Belief Propagation in JAX JMLR 2024 PGODE: Towards High-quality System Dynamics Modeling ICML 2024 Physically consistent modeling & identification of nonlinear friction with dissipative Gaussian processes L4DC 2024 Physics and Lie symmetry informed Gaussian processes ICML 2024 Physics-constrained learning of PDE systems with uncertainty quantified port-Hamiltonian models L4DC 2024 PICLe: Eliciting Diverse Behaviors from Large Language Models with Persona In-Context Learning ICML 2024 POAM: Probabilistic Online Attentive Mapping for Efficient Robotic Information Gathering RSS 2024 Poisson Variational Autoencoder NeurIPS 2024 Position: Bayesian Deep Learning is Needed in the Age of Large-Scale AI ICML 2024 Posterior Sampling-Based Bayesian Optimization with Tighter Bayesian Regret Bounds ICML 2024 Posterior Sampling Based on Gradient Flows of the MMD with Negative Distance Kernel ICLR 2024 Posterior Uncertainty Quantification in Neural Networks using Data Augmentation AISTATS 2024 Practical Bayesian Algorithm Execution via Posterior Sampling NeurIPS 2024 Practical Hamiltonian Monte Carlo on Riemannian Manifolds via Relativity Theory ICML 2024 Precise Model Benchmarking with Only a Few Observations EMNLP 2024 Predicting Initial Essay Quality Scores to Increase the Efficiency of Comparative Judgment Assessments NAACL 2024 Predictive, scalable and interpretable knowledge tracing on structured domains ICLR 2024 Preference-Aware Constrained Multi-Objective Bayesian Optimization (Student Abstract) AAAI 2024 Pre-trained Gaussian Processes for Bayesian Optimization JMLR 2024 Preventing Model Collapse in Gaussian Process Latent Variable Models ICML 2024 Principled Bayesian Optimization in Collaboration with Human Experts NeurIPS 2024 Principled Gradient-Based MCMC for Conditional Sampling of Text ICML 2024 Principled Preferential Bayesian Optimization ICML 2024