Abstract: A verifiable random function (VRF) is a pseudorandom function that enables source verification. By providing a public verification key and accompanying proof with the output, all parties can ...

I will explain what property-based testing (PBT) is and how it solves these problems. What is property-based testing (PBT)? At a very high level, it injects thousands of random values into ...

Abstract: Random Telegraph Noise (RTN) is an intriguing entropy source that can be exploited to develop lightweight cryptographic primitives. Its utility in Physical Unclonable Functions (PUFs) has ...

Python is a great language for automating everyday tasks, from managing files to interacting with websites. Libraries like ...

An illustration of a magnifying glass. An illustration of a magnifying glass.

Organizations have been kicking the tire on AI for the past several years, but 2025 saw an explosion of AI-powered offerings ...

Value stream management involves people in the organization to examine workflows and other processes to ensure they are deriving the maximum value from their efforts while eliminating waste — of ...

2019-12-15 Oregon officers can no longer ask random questions during traffic stops. An attorney hopes more states will follow 2019-12-15 'If the climate stays like this, we won't make it' say those on ...

已经非常接近真实值了，如果继续微调，就可以无限接近真实值，虽然一般无法求得最优解，但现实中只是误差可以接受就可以了。通过现有的数据或资料，称为样本，通过尝试求解参数（局部最优解）的过程，就是机器学习的核心内容。误差值是用来控制每次调整参数的幅度。

Analyzing stochastic cell-to-cell variability can potentially reveal causal interactions in gene regulatory networks.

点击上方“Deephub Imba”,关注公众号,好文章不错过 !TPU 训练的真实效率往往取决于两个核心要素：Shape 的稳定性与算子的融合度。很多时候，JAX 任务之所以出现严重的性能瓶颈，并非算法本身设计有问题，而是忽视了 XLA 编译器与底层硬件对“确定性”的极度偏好。基于大量实战调优经验，本文总结了八条能让 JAX ...