Bayesian Inference

qEUBO: A Decision-Theoretic Acquisition Function for Preferential Bayesian Optimization AISTATS 2023 Reanalyzing L2 Preposition Learning with Bayesian Mixed Effects and a Pretrained Language Model ACL 2023 Riemannian Laplace approximations for Bayesian neural networks NeurIPS 2023 RoPAWS: Robust Semi-supervised Representation Learning from Uncurated Data ICLR 2023 Safety Verification of Nonlinear Systems with Bayesian Neural Network Controllers AAAI 2023 SAM as an Optimal Relaxation of Bayes ICLR 2023 Score-based Data Assimilation NeurIPS 2023 Seq2Seq Surrogates of Epidemic Models to Facilitate Bayesian Inference AAAI 2023 Structure Learning with Adaptive Random Neighborhood Informed MCMC NeurIPS 2023 Taking the neural sampling code very seriously: A data-driven approach for evaluating generative models of the visual system NeurIPS 2023 The Fine Print on Tempered Posteriors ACML 2023 The neural dynamics of word recognition and integration EMNLP 2023 TopWORDS-Poetry: Simultaneous Text Segmentation and Word Discovery for Classical Chinese Poetry via Bayesian Inference EMNLP 2023 Towards Scalable and Robust Structured Bandits: A Meta-Learning Framework AISTATS 2023 Uncertainty-aware Parameter-Efficient Self-training for Semi-supervised Language Understanding EMNLP 2023 Vision Meets Definitions: Unsupervised Visual Word Sense Disambiguation Incorporating Gloss Information ACL 2023 A Convergence Theory for SVGD in the Population Limit under Talagrand’s Inequality T1 ICML 2022 Adapting Neural Models with Sequential Monte Carlo Dropout CoRL 2022 A Direct Approximation of AIXI Using Logical State Abstractions NeurIPS 2022 Adjoint-aided inference of Gaussian process driven differential equations NeurIPS 2022 A Hierarchical Bayesian Approach to Inverse Reinforcement Learning with Symbolic Reward Machines ICML 2022 Amodal Segmentation Through Out-of-Task and Out-of-Distribution Generalization With a Bayesian Model CVPR 2022 An Explanation of In-context Learning as Implicit Bayesian Inference ICLR 2022 Approximate Bayesian Computation via Classification JMLR 2022 A Reparameterization of Mixtures of Truncated Basis Functions and its Applications PGM 2022