Probabilistic Modeling

Inside-Outside Algorithm for Probabilistic Product-Free Lambek Categorial Grammar COLING 2025 Instance-Wise Monotonic Calibration by Constrained Transformation UAI 2025 I-trustworthy Models. A framework for trustworthiness evaluation of probabilistic classifiers AISTATS 2025 KABB: Knowledge-Aware Bayesian Bandits for Dynamic Expert Coordination in Multi-Agent Systems ICML 2025 keepitsimple at SemEval-2025 Task 3: LLM-Uncertainty based Approach for Multilingual Hallucination Span Detection SemEval 2025 KernelMatmul: Scaling Gaussian Processes to Large Time Series AAAI 2025 KinPFN: Bayesian Approximation of RNA Folding Kinetics using Prior-Data Fitted Networks ICLR 2025 KooNPro: A Variance-Aware Koopman Probabilistic Model Enhanced by Neural Process for Time Series Forecasting ICLR 2025 Label Distribution Learning using the Squared Neural Family on the Probability Simplex UAI 2025 LEAPS: A discrete neural sampler via locally equivariant networks ICML 2025 Learnability of Parameter-Bounded Bayes Nets AAAI 2025 Learning Monotonic Probabilities with a Generative Cost Model ICML 2025 Learning multivariate Gaussians with imperfect advice ICML 2025 Learning Parametric Distributions from Samples and Preferences ICML 2025 Learning stochastic dynamics from snapshots through regularized unbalanced optimal transport ICLR 2025 Learning with Confidence UAI 2025 Linearization Turns Neural Operators into Function-Valued Gaussian Processes ICML 2025 Looking Backward: Retrospective Backward Synthesis for Goal-Conditioned GFlowNets ICLR 2025 LP-Based Weighted Model Integration over Non-Linear Real Arithmetic IJCAI 2025 Measuring IIA Violations in Similarity Choices with Bayesian Models UAI 2025 M-HOF-Opt: Multi-Objective Hierarchical Output Feedback Optimization via Multiplier Induced Loss Landscape Scheduling AISTATS 2025 MiCRo: Mixture Modeling and Context-aware Routing for Personalized Preference Learning EMNLP 2025 Mixtures of Gaussian Process Experts with SMC^2 JMLR 2025 Most Probable Explanation in Probabilistic Answer Set Programming IJCAI 2025 Multimodal Learning with Uncertainty Quantification based on Discounted Belief Fusion AISTATS 2025