Machine Learning

Probabilistic Explanations for Linear Models AAAI 2025 Probabilistic Explanations for Regression Models UAI 2025 Probabilistic Forecasting of Irregularly Sampled Time Series with Missing Values via Conditional Normalizing Flows AAAI 2025 Probabilistic Geometric Principal Component Analysis with application to neural data ICLR 2025 Probabilistic Graph Circuits: Deep Generative Models for Tractable Probabilistic Inference over Graphs UAI 2025 Probabilistic Group Mask Guided Discrete Optimization for Incremental Learning ICML 2025 Probabilistic Inertial Poser (ProbIP): Uncertainty-aware Human Motion Modeling from Sparse Inertial Sensors ICCV 2025 Probabilistic Interactive 3D Segmentation with Hierarchical Neural Processes ICML 2025 Probabilistic Language-Image Pre-Training ICLR 2025 Probabilistic Learning to Defer: Handling Missing Expert Annotations and Controlling Workload Distribution ICLR 2025 Probabilistic Neural Pruning via Sparsity Evolutionary Fokker-Planck-Kolmogorov Equation ICLR 2025 Probabilistic Prompt Distribution Learning for Animal Pose Estimation CVPR 2025 Probabilistic Prototype Calibration of Vision-language Models for Generalized Few-shot Semantic Segmentation ICCV 2025 Probabilistic Satisfaction of Temporal Logic Constraints in Reinforcement Learning via Adaptive Policy-Switching L4DC 2025 Probabilistic Semantics Guided Discovery of Approximate Functional Dependencies UAI 2025 Probabilistic Shielding for Safe Reinforcement Learning AAAI 2025 Probabilistic Soundness Guarantees in LLM Reasoning Chains EMNLP 2025 Probability-Consistent Preference Optimization for Enhanced LLM Reasoning ACL 2025 Probability-Density-aware Semi-supervised Learning AAAI 2025 Probability Density Geodesics in Image Diffusion Latent Space CVPR 2025 Probability Distribution Collapse: A Critical Bottleneck to Compact Unsupervised Neural Grammar Induction EMNLP 2025 Probability-Raising Causality for Uncertain Parametric Markov Decision Processes with PAC Guarantees UAI 2025 Probably Approximately Global Robustness Certification ICML 2025 Probe-Free Low-Rank Activation Intervention NAACL 2025 Probe Pruning: Accelerating LLMs through Dynamic Pruning via Model-Probing ICLR 2025