English(EN) PISim: A Unified Photonic Inference Simulator for Hardware-Aware Cross-Layer Design-Space Exploration

新型模拟器助力光子神经网络加速器设计

作者 PulseAugur 编辑部 · [1 个来源] · 2026-11-14 05:00

研究人员开发了 PISim，一个统一的光子推理模拟器，旨在辅助光子神经网络加速器的设计空间探索。该模拟器整合了各种光学和电子元件的基于物理的模型以及性能损伤算子。PISim 允许在相同的神经网络工作负载下评估不同的加速器架构和技术，从而在物理制造之前优化数值精度和吞吐量等因素。 AI

影响能够更有效地设计和优化用于 AI 任务的光子神经网络加速器。

排序理由该集群包含一篇关于新型光子推理模拟器的学术论文。[lever_c_demoted from research: ic=1 ai=1.0]

AI 生成摘要 · Google Gemini · 来自 1 个来源。我们如何撰写摘要 →

本文如何被排名

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Newsworthiness bucket: Tool; 该集群包含一篇关于新型光子推理模拟器的学术论文。[lever_c_demoted from research: ic=1 ai=1.0]
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arXiv cs.AI TIER_1 English(EN) · Andreas Falkenberg · 2026-11-14 05:00

PISim：一个统一的光子推理模拟器，用于硬件感知跨层设计空间探索

arXiv:2611.16522v1 Announce Type: cross Abstract: Photonic neural accelerators offer ultra-low latency linear algebra, yet their usable numerical precision, sustainable throughput, and application accuracy remain tightly bounded by surrounding electro-optical interfaces and physi…