Bayesian Inference

Shaving Weights with Occam's Razor: Bayesian Sparsification for Neural Networks using the Marginal Likelihood NeurIPS 2024 Streaming Bayes GFlowNets NeurIPS 2024 Structural Inference of Dynamical Systems with Conjoined State Space Models NeurIPS 2024 Tight Verification of Probabilistic Robustness in Bayesian Neural Networks AISTATS 2024 Towards Scalable Bayesian Transformers: Investigating stochastic subset selection for NLP UAI 2024 Transformers Represent Belief State Geometry in their Residual Stream NeurIPS 2024 Transition Constrained Bayesian Optimization via Markov Decision Processes NeurIPS 2024 TreeVI: Reparameterizable Tree-structured Variational Inference for Instance-level Correlation Capturing NeurIPS 2024 Using Autodiff to Estimate Posterior Moments, Marginals and Samples UAI 2024 Variational Multi-scale Representation for Estimating Uncertainty in 3D Gaussian Splatting NeurIPS 2024 Walking the Values in Bayesian Inverse Reinforcement Learning UAI 2024 Aligning Language Models with Human Preferences via a Bayesian Approach NeurIPS 2023 Any-scale Balanced Samplers for Discrete Space ICLR 2023 Attention as Implicit Structural Inference NeurIPS 2023 BANSAC: A Dynamic BAyesian Network for Adaptive SAmple Consensus ICCV 2023 Bayesian Multi-Task Transfer Learning for Soft Prompt Tuning EMNLP 2023 Bayesian Neural Networks Avoid Encoding Complex and Perturbation-Sensitive Concepts ICML 2023 Bayesian Optimization with Conformal Prediction Sets AISTATS 2023 Beam Search Optimized Batch Bayesian Active Learning AAAI 2023 Better Peer Grading through Bayesian Inference AAAI 2023 Bounded rationality in structured density estimation NeurIPS 2023 BSTT: A Bayesian Spatial-Temporal Transformer for Sleep Staging ICLR 2023 CO-BED: Information-Theoretic Contextual Optimization via Bayesian Experimental Design ICML 2023 Conditional score-based diffusion models for Bayesian inference in infinite dimensions NeurIPS 2023 Conservative Bayesian Model-Based Value Expansion for Offline Policy Optimization ICLR 2023