Bayesian Inference

An Adaptive Implicit Hitting Set Algorithm for MAP and MPE Inference PGM 2024 A Neural Network Approach for Efficiently Answering Most Probable Explanation Queries in Probabilistic Models NeurIPS 2024 Approximate Bayesian Computation with Path Signatures UAI 2024 A Stable, Fast, and Fully Automatic Learning Algorithm for Predictive Coding Networks ICLR 2024 Balancing Computational Cost and Accuracy in Inference of Continuous Bayesian Networks PGM 2024 Bayesian Active Learning in the Presence of Nuisance Parameters UAI 2024 Bayesian Calibration of Win Rate Estimation with LLM Evaluators EMNLP 2024 Bayesian Differentiable Physics for Cloth Digitalization CVPR 2024 Bayesian Diffusion Models for 3D Shape Reconstruction CVPR 2024 Bayesian Example Selection Improves In-Context Learning for Speech, Text and Visual Modalities EMNLP 2024 Bayesian Inference with Complex Knowledge Graph Evidence AAAI 2024 Bayesian Optimisation with Unknown Hyperparameters: Regret Bounds Logarithmically Closer to Optimal NeurIPS 2024 Bayesian Pseudo-Coresets via Contrastive Divergence UAI 2024 Be Confident in What You Know: Bayesian Parameter Efficient Fine-Tuning of Vision Foundation Models NeurIPS 2024 Better-than-KL PAC-Bayes Bounds COLT 2024 Beyond Bayesian Model Averaging over Paths in Probabilistic Programs with Stochastic Support AISTATS 2024 Beyond Dirichlet-based Models: When Bayesian Neural Networks Meet Evidential Deep Learning UAI 2024 Beyond IID weights: sparse and low-rank deep Neural Networks are also Gaussian Processes ICLR 2024 Beyond Single Stationary Policies: Meta-Task Players as Naturally Superior Collaborators NeurIPS 2024 Bias Detection via Signaling NeurIPS 2024 BLoB: Bayesian Low-Rank Adaptation by Backpropagation for Large Language Models NeurIPS 2024 Bootstrap Your Conversions: Thompson Sampling for Partially Observable Delayed Rewards UAI 2024 Chain of Log-Concave Markov Chains ICLR 2024 Conditional Bayesian Quadrature UAI 2024 Confidence Estimation for Automatic Detection of Depression and Alzheimer’s Disease Based on Clinical Interviews Interspeech 2024