uncertainty

“Editor’s note: This article is a part of our series on visualizing the foundations of machine learning.”

“Since the quality of data-driven ROMs is sensitive to the quality of the limited training data, we seek to identify training parameters for which using the associated training data results in the best possible parametric ROM.”

“The research focuses on flow field reconstruction.”

“The research focuses on decomposing uncertainty in probabilistic knowledge graph embeddings.”

“The research focuses on probabilistic temporal reach-avoid-stay tasks.”

“Three-way decision with incomplete information based on similarity and satisfiability”

“The research focuses on optimizing decoding paths within Masked Diffusion Models.”

“The research focuses on investment strategies.”

“The article's source is ArXiv, indicating a pre-print research paper.”

“The research focuses on using stationary information flows.”

“The research focuses on quantifying baseline-fitting uncertainties.”

“The paper is available on ArXiv.”

“The paper likely introduces a novel methodology to address the limitations of existing XAI methods, given the title's focus.”

“The research focuses on Automated Concrete Bridge Deck Delamination Detection.”

“The paper focuses on resource allocation under execution uncertainty in over-the-air edge computing.”

“The article's source is ArXiv, suggesting it's a pre-print research paper.”

“The paper focuses on quantifying uncertainty from the pre-training corpus for Dynamic Retrieval-Augmented Generation.”

“The source is an ArXiv paper, indicating a focus on academic research.”

“The study utilizes combined uncertainty measures and a particle swarm optimized rejection mechanism.”

“The research focuses on Windows PE malware classification.”

“The research focuses on Physics-Informed Neural Networks and Uncertainty Quantification.”

“The article is sourced from ArXiv.”

“The research focuses on optimizing Average Treatment Effect (ATE) risk under Propensity Uncertainty.”

“The article is sourced from ArXiv, indicating a pre-print or research paper.”

“The research is based on Solomonoff's theory of inductive inference.”

“The article's core focus is the relationship between value alignment and uncertainty in Universal AI.”

“The paper focuses on the Fourier Ratio, uncertainty, restriction, and approximation for compactly supported measures.”

“The paper focuses on Epistemic Uncertainty Directed Bayesian Reinforcement Learning.”

“The paper focuses on the reliability of uncertainty estimates with Monte Carlo Dropout.”

“The research focuses on uncertainty-aware domain adaptation.”