Bayesian & Probabilistic

Does Your AI Agent Get You? A Personalizable Framework for Approximating Human Models from Argumentation-based Dialogue Traces AAAI 2025 Dual Energy-Based Model with Open-World Uncertainty Estimation for Out-of-distribution Detection CVPR 2025 Dynamic Bayesian Learning for Spatiotemporal Mechanistic Models JMLR 2025 ECC: Synergizing Emotion, Cause and Commonsense for Empathetic Dialogue Generation COLING 2025 Efficient Model-Based Reinforcement Learning Through Optimistic Thompson Sampling ICLR 2025 ELBO, regularized maximum likelihood, and their common one-sample approximation for training stochastic neural networks UAI 2025 ELF: Federated Langevin Algorithms with Primal, Dual and Bidirectional Compression UAI 2025 Enhance Vision-Language Alignment with Noise AAAI 2025 Enhancing Feature-Specific Data Protection via Bayesian Coordinate Differential Privacy AISTATS 2025 Enough Coin Flips Can Make LLMs Act Bayesian ACL 2025 Ensuring Class-Conditional Coverage for Pathological Workflows (Student Abstract) AAAI 2025 Epistemic Bellman Operators AAAI 2025 Epistemic Uncertainty and Excess Risk in Variational Inference AISTATS 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 Evidential Knowledge Distillation ICCV 2025 Evidential Learning-based Certainty Estimation for Robust Dense Feature Matching ICLR 2025 EvOcc: Accurate Semantic Occupancy for Automated Driving Using Evidence Theory CVPR 2025 Explicit Bayesian Inference to Uncover the Latent Themes of Large Language Models ACL 2025 Exploring Large Action Sets with Hyperspherical Embeddings using von Mises-Fisher Sampling ICML 2025 Extendable and Iterative Structure Learning Strategy for Bayesian Networks ICLR 2025 EyeSeg: An Uncertainty-Aware Eye Segmentation Framework for AR/VR IJCAI 2025 FactReasoner: A Probabilistic Approach to Long-Form Factuality Assessment for Large Language Models EMNLP 2025 Fairness Risks for Group-Conditionally Missing Demographics AISTATS 2025