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Light in ai: toward efficient neurocomputing with optical neural networks—a tutorial
In the post Moore's era, conventional electronic digital computing platforms have
encountered escalating challenges to support massively parallel and energy-hungry …
encountered escalating challenges to support massively parallel and energy-hungry …
Neurolight: A physics-agnostic neural operator enabling parametric photonic device simulation
Optical computing has become emerging technology in next-generation efficient artificial
intelligence (AI) due to its ultra-high speed and efficiency. Electromagnetic field simulation is …
intelligence (AI) due to its ultra-high speed and efficiency. Electromagnetic field simulation is …
Physics-aware differentiable discrete codesign for diffractive optical neural networks
Diffractive optical neural networks (DONNs) have attracted lots of attention as they bring
significant advantages in terms of power efficiency, parallelism, and computational speed …
significant advantages in terms of power efficiency, parallelism, and computational speed …
Lightening-transformer: A dynamically-operated optically-interconnected photonic transformer accelerator
The wide adoption and significant computing resource cost of attention-based transformers,
eg, Vision Transformers and large language models, have driven the demand for efficient …
eg, Vision Transformers and large language models, have driven the demand for efficient …
Fuse and mix: MACAM-enabled analog activation for energy-efficient neural acceleration
Analog computing has been recognized as a promising low-power alternative to digital
counterparts for neural network acceleration. However, conventional analog computing is …
counterparts for neural network acceleration. However, conventional analog computing is …
ADEPT: Automatic differentiable design of photonic tensor cores
Photonic tensor cores (PTCs) are essential building blocks for optical artificial intelligence
(AI) accelerators based on programmable photonic integrated circuits. PTCs can achieve …
(AI) accelerators based on programmable photonic integrated circuits. PTCs can achieve …
FIONA: Fine-grained incoherent optical DNN accelerator search for superior efficiency and robustness
Incoherent optical DNN accelerators (OAs) are booming thanks to unparalleled performance-
per-watt and excellent scalability. To boost their innovative development, a recent work …
per-watt and excellent scalability. To boost their innovative development, a recent work …
SimPhony: A Device-Circuit-Architecture Cross-Layer Modeling and Simulation Framework for Heterogeneous Electronic-Photonic AI System
Electronic-photonic integrated circuits (EPICs) offer transformative potential for next-
generation high-performance AI but require interdisciplinary advances across devices …
generation high-performance AI but require interdisciplinary advances across devices …
Automated Optical Accelerator Search Toward Superior Acceleration Efficiency, Inference Robustness and Development Speed
Remarkable breakthroughs but daunting complexities of deep learning have aroused
widespread interest in dedicated deep neural network (DNN) acceleration hardware, among …
widespread interest in dedicated deep neural network (DNN) acceleration hardware, among …
Automated Optical Accelerator Search: Expediting Green and Ubiquitous DNN-Powered Intelligence
Editor's notes: In this article, the authors develop a systematized framework to achieve
automated optical accelerator architecture search.—Mahdi Nikdast, Colorado State …
automated optical accelerator architecture search.—Mahdi Nikdast, Colorado State …