在量化格式上，我们参考 Kimi-K2-Thinking 选用了 INT4 (W4A16)方案。这主要考虑到相比 FP4，INT4 在现有硬件（Pre-Blackwell 架构）上的支持更加广泛，并且业界已有成熟高效的 Marlin Kernel 实现。实验表明，在 1×32 量化 Scale 粒度下，INT4 动态范围充足、精度稳定，其性能与生态链路均已高度优化。作为工业界“足够好（Good ...

Abstract: Estimation of a regression functions is a common goal of statistical learning. We propose a novel nonparametric regression estimator that, in contrast to many existing methods, does not rely ...

Abstract: By integrating a nearly infinite number of reconfigurable elements into a finite space, a spatially continuous array aperture is formed for holographic multiple-input multiple-output (HMIMO) ...

Disclaimer: I hope this tutorial will be useful to others wishing to run molecular dynamics simulations of membrane proteins with AMBER. However, it is as much for my own reference as a guide to ...