English(EN) Sutra: Tensor-Op RNNs as a Compilation Target for Vector Symbolic Architectures

Sutra语言将程序编译为PyTorch神经网络

作者 PulseAugur 编辑部 · [2 个来源] · 2026-05-20 09:04

研究人员开发了Sutra，一种可编译为PyTorch神经网络的函数式编程语言。该系统通过将程序归约到融合张量运算图来针对向量符号架构。Sutra在解码束（bundles）方面表现出高精度，并允许直接通过编译后的图进行可微分训练，从而使代码既是逻辑程序又是可训练神经网络。 AI

影响引入了一种新颖的编程范式，将逻辑编程与神经网络训练统一起来。

排序理由该集群包含一篇学术论文，详细介绍了一种新的编程语言及其针对向量符号架构的编译目标。

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

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arXiv cs.AI TIER_1 English(EN) · Emma Leonhart · 2026-05-22 04:00

Sutra：张量运算循环神经网络作为向量符号架构的编译目标

arXiv:2605.20919v1 Announce Type: cross Abstract: Sutra is a typed, purely functional programming language whose compiled forward pass is a PyTorch neural network. The compiler beta-reduces the whole program -- primitives, control flow, string I/O -- to one fused tensor-op graph …
arXiv cs.AI TIER_1 English(EN) · Emma Leonhart · 2026-05-20 09:04

Sutra：张量运算循环神经网络作为向量符号架构的编译目标

Sutra is a typed, purely functional programming language whose compiled forward pass is a PyTorch neural network. The compiler beta-reduces the whole program -- primitives, control flow, string I/O -- to one fused tensor-op graph over a frozen embedding substrate. Rotation bindin…