Bayesian Inference

Thompson Sampling for High-Dimensional Sparse Linear Contextual Bandits ICML 2023 Thompson Sampling with Diffusion Generative Prior ICML 2023 Thompson Sampling with Less Exploration is Fast and Optimal ICML 2023 Tight Regret and Complexity Bounds for Thompson Sampling via Langevin Monte Carlo AISTATS 2023 Toward Robust Uncertainty Estimation with Random Activation Functions AAAI 2023 Towards a Complete Analysis of Langevin Monte Carlo: Beyond Poincaré Inequality COLT 2023 Towards Coherent Image Inpainting Using Denoising Diffusion Implicit Models ICML 2023 Towards Practical Preferential Bayesian Optimization with Skew Gaussian Processes ICML 2023 Towards Scalable and Robust Structured Bandits: A Meta-Learning Framework AISTATS 2023 Towards Scalable Coverage-Based Testing of Autonomous Vehicles CoRL 2023 Training Chain-of-Thought via Latent-Variable Inference NeurIPS 2023 Training-Free Neural Active Learning with Initialization-Robustness Guarantees ICML 2023 Transfer Knowledge From Head to Tail: Uncertainty Calibration Under Long-Tailed Distribution CVPR 2023 Transformed Gaussian Processes for Characterizing a Model’s Discrepancy ACML 2023 Transport Elliptical Slice Sampling AISTATS 2023 Tree-AMP: Compositional Inference with Tree Approximate Message Passing JMLR 2023 Triple-Hybrid Energy-based Model Makes Better Calibrated Natural Language Understanding Models EACL 2023 Trusted Fine-Grained Image Classification through Hierarchical Evidence Fusion AAAI 2023 Tuning Legged Locomotion Controllers via Safe Bayesian Optimization CoRL 2023 Two-stage Kernel Bayesian Optimization in High Dimensions UAI 2023 UATVR: Uncertainty-Adaptive Text-Video Retrieval ICCV 2023 UMat: Uncertainty-Aware Single Image High Resolution Material Capture CVPR 2023 Unbiased constrained sampling with Self-Concordant Barrier Hamiltonian Monte Carlo NeurIPS 2023 Unbiased Multilevel Monte Carlo Methods for Intractable Distributions: MLMC Meets MCMC JMLR 2023 Uncertain Evidence in Probabilistic Models and Stochastic Simulators ICML 2023