AL-SPCE - Reliability analysis for nondeterministic models using stochastic polynomial chaos expansions and active learning

arXiv:2507.04553 · stat.ME, stat.CO, stat.ML · Submitted 2025-07-06 · Read on arXiv

stat.ME, stat.CO, stat.ML

Submitted: 2025-07-06

Updated: 2026-09-01

Journal ref: Structural Safety, Vol. 123, no. 102747, 2026

DOI: 10.1016/j.strusafe.2026.102747

License: http://arxiv.org/licenses/nonexclusive-distrib/1.0/

Terminology

• Active Learning — 38× in this paper · explained in 6 episodes
• Accuracy — 10× in this paper · explained in 1 episode
• Uncertainty Quantification — 8× in this paper · explained in 8 episodes
• Adaptivity — 6× in this paper · explained in 1 episode
• Active Learning Strategy — 3× in this paper · explained in 1 episode
• Benchmark — 3× in this paper · explained in 2 episodes
• Clustering — 3× in this paper · explained in 2 episodes
• Core — 3× in this paper · explained in 2 episodes
• Information Gain — 2× in this paper · explained in 2 episodes
• Latin Hypercube Sampling — 2× in this paper
• Regularization — 2× in this paper · explained in 3 episodes
• Adaptation — 1× in this paper · explained in 1 episode
• Adaptive Algorithm — 1× in this paper · explained in 1 episode
• Calibration — 1× in this paper · explained in 7 episodes
• Epistemic Uncertainty — 1× in this paper · explained in 9 episodes
• Fisher Information — 1× in this paper · explained in 3 episodes
• Latent Space — 1× in this paper · explained in 7 episodes
• Objective Function — 1× in this paper · explained in 2 episodes
• Robustness — 1× in this paper · explained in 5 episodes

Related papers

• Doubly robust inference via calibration
• Bayesian Empirical Bayes: Simultaneous Inference from Probabilistic Symmetries
• Optimal Watermark Localization in Mixed-Source Large Language Model Texts
• Flexible Nonparametric Inference for Causal Effects under the Front-Door Model
• A Greedy PDE Router for Blending Neural Operators and Classical Methods
• Policy Learning with Weak Signals