activity
20102021
most citedDeep Learning with Coherent Nanophotonic Circuits

3.2k citations · 4.3k across the 22 of their papers we have counts for

collaborators

22 papers

physics.optics2021

A Brewster route to Cherenkov detectors

Xiao Lin, Hao Hu, Sajan Easo +10

The Cherenkov effect enables a valuable tool, known as the Cherenkov detector, to identify high-energy particles via the measurement of the Cherenkov cone. However, the sensitivity…

cs.CL2020

Vector-Vector-Matrix Architecture: A Novel Hardware-Aware Framework for Low-Latency Inference in NLP Applications

Matthew Khoury, Rumen Dangovski, Longwu Ou +3

Deep neural networks have become the standard approach to building reliable Natural Language Processing (NLP) applications, ranging from Neural Machine Translation (NMT) to dialogu…

physics.optics2019★ 4 cited

A Recurrent Ising Machine in a Photonic Integrated Circuit

Mihika Prabhu, Charles Roques-Carmes, Yichen Shen +10

Conventional computing architectures have no known efficient algorithms for combinatorial optimization tasks, which are encountered in fundamental areas and real-world practical pr…

physics.app-ph2018★ 136 cited

Heuristic Recurrent Algorithms for Photonic Ising Machines

Charles Roques-Carmes, Yichen Shen, Cristian Zanoci +10

The inability of conventional electronic architectures to efficiently solve large combinatorial problems motivates the development of novel computational hardware. There has been m…

cs.CV2018★ 6 cited

Migrating Knowledge between Physical Scenarios based on Artificial Neural Networks

Yurui Qu, Li Jing, Yichen Shen +2

Deep learning is known to be data-hungry, which hinders its application in many areas of science when datasets are small. Here, we propose to use transfer learning methods to migra…

cs.ET2018★ 57 cited

On-Chip Optical Convolutional Neural Networks

Hengameh Bagherian, Scott Skirlo, Yichen Shen +3

Convolutional Neural Networks (CNNs) are a class of Artificial Neural Networks(ANNs) that employ the method of convolving input images with filter-kernels for object recognition an…