论文标题
推理问题中降级算法的阈值
Thresholds of descending algorithms in inference problems
论文作者
论文摘要
我们回顾了分析原型统计推断问题中基于梯度的算法动态的最新著作。这些作品使用玻璃系统物理学的方法和见解，展示了如何定量和定性地理解基于梯度的算法的性能。在这里，我们在相关作品的背景下以非技术术语来审查关键结果及其解释。
We review recent works on analyzing the dynamics of gradient-based algorithms in a prototypical statistical inference problem. Using methods and insights from the physics of glassy systems, these works showed how to understand quantitatively and qualitatively the performance of gradient-based algorithms. Here we review the key results and their interpretation in non-technical terms accessible to a wide audience of physicists in the context of related works.
