Bayesian Inference

Generalization Bounds via Meta-Learned Model Representations: PAC-Bayes and Sample Compression Hypernetworks ICML 2025 Generalization of noisy SGD in unbounded non-convex settings ICML 2025 Generalization-Preserved Learning: Closing the Backdoor to Catastrophic Forgetting in Continual Deepfake Detection ICCV 2025 General Uncertainty Estimation with Delta Variances AAAI 2025 Geodesic Slice Sampling on the Sphere JMLR 2025 Graph-accelerated Markov Chain Monte Carlo using Approximate Samples JMLR 2025 G-Sim: Generative Simulations with Large Language Models and Gradient-Free Calibration ICML 2025 Guideline Compliance in Task-Oriented Dialogue: The Chained Prior Approach NAACL 2025 Harnessing Heterogeneous Statistical Strength for Personalized Federated Learning via Hierarchical Bayesian Inference ICML 2025 Hessian Geometry of Latent Space in Generative Models ICML 2025 Heterogeneous Graph Structure Learning through the Lens of Data-generating Processes AISTATS 2025 Hierarchical Light Transformer Ensembles for Multimodal Trajectory Forecasting WACV 2025 Hierarchical Uncertainty Estimation for Learning-based Registration in Neuroimaging ICLR 2025 How good is your Laplace approximation of the Bayesian posterior? Finite-sample computable error bounds for a variety of useful divergences JMLR 2025 How To Make Your Cell Tracker Say "I dunno!" ICCV 2025 Human-inspired Episodic Memory for Infinite Context LLMs ICLR 2025 Hyperband-based Bayesian Optimization for Black-box Prompt Selection ICML 2025 Hyperparameter Optimization via Interacting with Probabilistic Circuits AutoML 2025 Identifying Causal Direction via Variational Bayesian Compression ICML 2025 Identifying Drivers of Predictive Aleatoric Uncertainty IJCAI 2025 Identity Curvature Laplace Approximation for Improved Out-of-Distribution Detection WACV 2025 Image Reconstruction from Readout-Multiplexed Single-Photon Detector Arrays CVPR 2025 Improved Off-policy Reinforcement Learning in Biological Sequence Design ICML 2025 Improved Regret Analysis in Gaussian Process Bandits: Optimality for Noiseless Reward, RKHS norm, and Non-Stationary Variance ICML 2025 Improving Cooperation in Language Games with Bayesian Inference and the Cognitive Hierarchy AAAI 2025