Bayesian Inference

Computing Perfect Bayesian Equilibria in Sequential Auctions with Verification AAAI 2025 Cost-aware simulation-based inference AISTATS 2025 Discovering Directions of Uncertainty in Speech Inpainting Interspeech 2025 Does Your AI Agent Get You? A Personalizable Framework for Approximating Human Models from Argumentation-based Dialogue Traces AAAI 2025 Efficient Model-Based Reinforcement Learning Through Optimistic Thompson Sampling ICLR 2025 ELF: Federated Langevin Algorithms with Primal, Dual and Bidirectional Compression UAI 2025 Enhancing Feature-Specific Data Protection via Bayesian Coordinate Differential Privacy AISTATS 2025 Enough Coin Flips Can Make LLMs Act Bayesian ACL 2025 Epistemic Bellman Operators AAAI 2025 Epistemic Uncertainty in Conformal Scores: A Unified Approach UAI 2025 Evaluating Uncertainty Quantification Methods in Argumentative Large Language Models EMNLP 2025 Evasion Attacks Against Bayesian Predictive Models UAI 2025 Explicit Bayesian Inference to Uncover the Latent Themes of Large Language Models ACL 2025 Federated Posterior Sharing for Multi-Agent Systems in Uncertain Environments L4DC 2025 Flat Posterior Does Matter For Bayesian Model Averaging UAI 2025 Functional Stochastic Gradient MCMC for Bayesian Neural Networks AISTATS 2025 Function-Space MCMC for Bayesian Wide Neural Networks AISTATS 2025 Gaussian Ensemble Belief Propagation for Efficient Inference in High-Dimensional, Black-box Systems ICLR 2025 Generative Uncertainty in Diffusion Models UAI 2025 Geodesic Slice Sampler for Multimodal Distributions with Strong Curvature UAI 2025 Harnessing Causality in Reinforcement Learning with Bagged Decision Times AISTATS 2025 Highly Efficient Self-Adaptive Reward Shaping for Reinforcement Learning ICLR 2025 Improved Uncertainty Quantification in Physics-Informed Neural Networks Using Error Bounds and Solution Bundles UAI 2025 Improving Cooperation in Language Games with Bayesian Inference and the Cognitive Hierarchy AAAI 2025 Infilling Score: A Pretraining Data Detection Algorithm for Large Language Models ICLR 2025