uncertainty

"この課題を体系的に理解し、将来の研究に役立てるために、LLMベースの自動評価の文脈で、幅広い不確実性定量化手法をベンチマークします。"

"STLEは知識と無知の境界を明確に表現します。医療AI：μ_x < 0.5の場合、人間の専門家に委ねます（安全性が重要）。"

"その結果得られる予測セットは、アナリストが選択した任意の時点で、たとえこの選択がデータに依存していても、その期待されるカバレッジが要求されるレベルにあるという意味で、いつでも有効です。"

"単一の回答を生成し、それからヘッジするのではなく、ユーザーに対して完全に透明なLLMは、内部の信念分布を反映し、可能なすべてのオプションの要約と、それらの可能性を出力できる必要があります。"

"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."