Bayesian Inference

Nested Expectations with Kernel Quadrature ICML 2025 Neural Conformal Control for Time Series Forecasting AAAI 2025 Neuro-Symbolic Artificial Intelligence: Towards Improving the Reasoning Abilities of Large Language Models IJCAI 2025 New Bounds for Sparse Variational Gaussian Processes ICML 2025 New Compilation Languages Based on Restricted Weak Decomposability AAAI 2025 Noise2Score3D: Tweedie's Approach for Unsupervised Point Cloud Denoising ICCV 2025 Noise-Aware Differentially Private Variational Inference AISTATS 2025 Nonlinear multiregion neural dynamics with parametric impulse response communication channels ICLR 2025 Nonparametric Regression on Random Geometric Graphs Sampled from Submanifolds JMLR 2025 NUTMEG: Separating Signal From Noise in Annotator Disagreement EMNLP 2025 On Bits and Bandits: Quantifying the Regret-Information Trade-off ICLR 2025 On Consistent Bayesian Inference from Synthetic Data JMLR 2025 On Efficient Estimation of Distributional Treatment Effects under Covariate-Adaptive Randomization ICML 2025 One-for-All Pruning: A Universal Model for Customized Compression of Large Language Models ACL 2025 On Local Posterior Structure in Deep Ensembles AISTATS 2025 On the Convergence of Min-Max Langevin Dynamics and Algorithm COLT 2025 On the Natural Gradient of the Evidence Lower Bound JMLR 2025 On the Role of Unobserved Sequences on Sample-based Uncertainty Quantification for LLMs EMNLP 2025 On the Same Wavelength? Evaluating Pragmatic Reasoning in Language Models across Broad Concepts EMNLP 2025 Optimistic Games for Combinatorial Bayesian Optimization with Application to Protein Design ICLR 2025 Optimization Proxies using Limited Labeled Data and Training Time – A Semi-Supervised Bayesian Neural Network Approach ICML 2025 Optimizing Heat Alert Issuance with Reinforcement Learning AAAI 2025 Outlier Synthesis via Hamiltonian Monte Carlo for Out-of-Distribution Detection ICLR 2025 Overcoming Multi-step Complexity in Multimodal Theory-of-Mind Reasoning: A Scalable Bayesian Planner ICML 2025 PAC-Bayes Analysis for Recalibration in Classification ICML 2025