结果是显著的：StitchCUDA 将 Hacking 率从 Kevin-32B 的 52% 降至 16%， Hacking 从 4 次降至 0 次。而去除 Rubric 的 StitchCUDA-A 变体，Hacking 率回升至 32%，进一步验证了 Rubric Reward 的因果效应。

几个小时前，NVIDIA CUDA Toolkit 13.1 正式发布，英伟达官方表示：「这是 20 年来最大的一次更新。」 这个自 2006 年 CUDA 平台诞生以来规模最大、最全面的更新包括： NVIDIA CUDA Tile 的发布，这是英伟达基于 tile 的编程模型，可用于抽象化专用硬件，包括张量核心。

编译 | 核子可乐、Tina 今年，英伟达可谓是全力押注，明确表示要确保 Python 成为 CUDA 并行编程框架中的“一等公民”。 多年以来，英伟达为 GPU 开发的 CUDA 软件工具包始终缺少原生 Python 支持，现如今这种情况终于有所转变。在近期的 GTC 大会上，英伟达 ...

Nvidia has announced a new version of its CUDA parallel computing platform and programming model, ahead of the annual International Conference for High Performance Computing, Networking, Storage, and ...

A hands-on introduction to parallel programming and optimizations for 1000+ core GPU processors, their architecture, the CUDA programming model, and performance analysis. Students implement various ...

Support for unified memory across CPUs and GPUs in accelerated computing systems is the final piece of a programming puzzle that we have been assembling for about ten years now. Unified memory has a ...

Graphics processing units (GPUs) were originally designed to perform the highly parallel computations required for graphics rendering. But over the last couple of years, they’ve proven to be powerful ...

In this Programming Throwdown podcast, Mark Harris from Nvidia describes CUDA programming for GPUs. “CUDA is a parallel computing platform and programming model invented by NVIDIA. It enables dramatic ...

Back in 2000, Ian Buck and a small computer graphics team at Stanford University were watching the steady evolution of computer graphics processors for gaming and thinking about how such devices could ...