bayesian

"结果表明，在几种设置下，学生模型能够匹配或超越CVaR教师的表现，同时在机制转变下提高了稳健性并减少了营业额。"

"大量的实证结果表明，我们的模型在包括图像分类和序列建模在内的各种任务中，持续优于传统的SDE-BNN，实现了更低的NFE和改进的预测精度。"

"通过使用 Hydra Optuna Sweeper，您可以通过运行 python main.py --multirun 自动为指定的超参数空间执行 Optuna 的贝叶斯优化。"

"我们开发了两个互补模型。"

"我们试图了解是否可以从计量经济学中吸取经验教训并将其纳入因果机器学习中，并提供代码将这些计量经济学方法的结果转换为最广泛使用的贝叶斯网络 R 库 bnlearn。"

"在三个不同的案例研究中，我们的方法显著减轻了遗忘，并产生优于标准基于模拟的训练的后验估计，实现了更接近MCMC参考的估计，为在各种不同任务中实现可靠的ABI提供了可行的途径。"

"本文为活动记录仪时间表设计了摊销贝叶斯推断。"

"这是我经过反复试验后得出的一种方法，用于在实际业务实践中稳定运行贝叶斯因子分析模型。 这是一个优先考虑持续运营和持续使用而不是理论之美的结果。"

"在标准基准测试中，我们的方法在MLP、LSTM和Transformer上的表现，与5个成员的深度集成模型相比，在使用少至$15\times$个参数的情况下，实现了具有竞争力的预测性能。"

"We show that under some assumptions, the error in the posterior due to the generative prior will inherit the same rate as the prior with respect to the Wasserstein-1 distance."

"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 article focuses on rational inattention and predictive modeling."

"The context provides the title and source, indicating this is a research paper available on ArXiv."

"The article's context provides information about the use of Sequential LLM-Bayesian Learning for Startup Success Prediction."

"The article likely discusses the use of priors in analyzing evidence for quintessence models."

"The article's focus is on $L^2$-posterior contraction rates for specific priors."

"The research is based on a publication on ArXiv."

"The source is ArXiv, indicating a research paper."

"The article is from ArXiv, indicating a pre-print publication likely targeting a specialized audience."

"The study focuses on Reduced Order Modeling for Tsunami Forecasting."

"Automatic Neuronal Activity Segmentation in Fast Four Dimensional Spatio-Temporal Fluorescence Imaging using Bayesian Approach"

"The paper is available on ArXiv."

"The paper is available on ArXiv."

"The article is sourced from ArXiv, indicating it's a research paper."

"The research focuses on consistent Bayesian meta-analysis on subgroup specific effects and interactions."

"The context mentions the use of mobile gamma-ray spectrometry systems."

"The article's core focus is on a Bayesian probability algorithm."

"The context indicates the paper is hosted on ArXiv, a repository for research papers."

"The article focuses on calibrating hierarchical Bayesian domain inference for a proportion."

"The article's context indicates the application of AI within a Bayesian framework."