English(EN) The Thermodynamic Costs of Simple Linear Regression

论文分析线性回归的热力学成本

作者 PulseAugur 编辑部 · [2 个来源] · 2026-05-18 23:51

一篇新论文探讨了从数据构建模型相关的热力学成本，重点关注简单线性回归。研究人员近似了线性回归的精确梯度下降和随机梯度下降实现的 the thermodynamic lower bounds。该研究推导了能量成本感知的最优数据集大小的标度律，并讨论了估算熵产生的方法。 AI

影响为理解基本机器学习算法固有的能源成本提供了基础性认识。

排序理由该集群包含一篇详细介绍新研究发现的学术论文。

AI 生成摘要 · Google Gemini · 来自 2 个来源。我们如何撰写摘要 →

报道来源 [2]

arXiv stat.ML TIER_1 English(EN) · Samuel H. D'Ambrosia, Sultan M. Daniels, Michael R. DeWeese, Anant Sahai · 2026-05-20 04:00

The Thermodynamic Costs of Simple Linear Regression

arXiv:2605.19195v1 Announce Type: cross Abstract: The construction of models from data is a significant contributor to the energetic costs of computation. Because of this, understanding how foundational thermodynamic bounds apply to modeling algorithms will be increasingly import…
arXiv stat.ML TIER_1 English(EN) · Anant Sahai · 2026-05-18 23:51

The Thermodynamic Costs of Simple Linear Regression

The construction of models from data is a significant contributor to the energetic costs of computation. Because of this, understanding how foundational thermodynamic bounds apply to modeling algorithms will be increasingly important. Here, we study the thermodynamic costs of a b…