Probabilistic Modeling

Restructuring Tractable Probabilistic Circuits AISTATS 2025 Rethinking External Slow-Thinking: From Snowball Errors to Probability of Correct Reasoning ICML 2025 Sample then Identify: A General Framework for Risk Control and Assessment in Multimodal Large Language Models ICLR 2025 Scalability of Bayesian Network Structure Elicitation with Large Language Models: a Novel Methodology and Comparative Analysis COLING 2025 Scaling Probabilistic Circuits via Data Partitioning UAI 2025 Scaling Probabilistic Circuits via Monarch Matrices ICML 2025 Solving Probabilistic Verification Problems of Neural Networks using Branch and Bound ICML 2025 Solving Satisfiability Modulo Counting Exactly with Probabilistic Circuits ICML 2025 Sparse Autoencoders Reveal Temporal Difference Learning in Large Language Models ICLR 2025 Spike-and-Slab Posterior Sampling in High Dimensions COLT 2025 Stage-Aware Event-Based Modeling (SA-EBM) for Disease Progression MLHC 2025 Statistical Methodologies for Decision-Making and Uncertainty Reduction in Machine Learning AAAI 2025 Sum of Squares Circuits AAAI 2025 Sustainable Wearables for Health Applications and Beyond via Uncertainty-Aware Energy Management IJCAI 2025 Syntactic and Semantic Control of Large Language Models via Sequential Monte Carlo ICLR 2025 Temperature-Annealed Boltzmann Generators ICML 2025 The GeometricKernels Package: Heat and Matérn Kernels for Geometric Learning on Manifolds, Meshes, and Graphs JMLR 2025 The Geometry of Creative Variability: How Credal Sets Expose Calibration Gaps in Language Models EMNLP 2025 The interventional Bayesian Gaussian equivalent score for Bayesian causal inference with unknown soft interventions CLeaR 2025 The "Law'' of the Unconscious Contrastive Learner: Probabilistic Alignment of Unpaired Modalities ICLR 2025 The Limits of Tractable Marginalization ICML 2025 Theorem Prover as a Judge for Synthetic Data Generation ACL 2025 Theoretical proposal for a unified Bayesian model of adaptation in non-interactive and interactive speech production Interspeech 2025 Towards Understanding and Quantifying Uncertainty for Text-to-Image Generation CVPR 2025 TRACE Back from the Future: A Probabilistic Reasoning Approach to Controllable Language Generation ICML 2025