uncertainty

"为了系统地理解这一挑战并为未来的研究提供信息，我们对基于大语言模型的自动评估背景下的大量不确定性量化方法进行了基准测试。"

"STLE 明确表示知识和无知的界限：医疗 AI：当 μ_x < 0.5 时， defer 给人类专家（安全关键）。"

"由此产生的预测集是随时有效的，因为它们的预期覆盖率在分析师选择的任何时间点都处于所需水平，即使此选择取决于数据。"

"一个完全对用户透明的LLM，不应只生成一个答案然后进行修饰，而是需要能够反映其内部信念分布，并输出所有它认为可能的选项的摘要以及它们的可能性。"

"Entropy-Tree unifies efficient structured exploration and reliable uncertainty estimation within a single decoding procedure."

"MIT Technology Review's '2026 AI Prediction List' highlights the increasing difficulty in forecasting AI's future."

"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."