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| 1 | Nanoprinted high-neuron-density optical linear perceptrons performing near-infrared inference on a CMOS chip显示文摘Optical machine learning has emerged as an important research area that,by leveraging the advantages inherent to optical signals,such as parallelism and high speed,paves the way for a future where optical hardware can process data at the speed of light.In this work,we present such optical devices for data processing in the form of single-layer nanoscale holographic perceptrons trained to perform optical inference tasks.We experimentally show the functionality of these passive optical devices in the example of decryptors trained to perform optical inference of single or whole classes of keys through symmetric and asymmetric decryption.The decryptors,designed for operation in the near-infrared region,are nanoprinted on complementary metal-oxide-semiconductor chips by galvo-dithered two-photon nanolithography with axial nanostepping of 10 nm achieving a neuron density of>500 million neurons per square centimetre.This power-efficient commixture of machine learning and on-chip integration may have a transformative impact on optical decryption3,sensing4,medical diagnostics5 and computing6,7. | Elena Goi Xi Chen Qiming Zhang Benjamin P.Cumming Steffen schoenhardt Haitao Luan Min Gu | 2021 | Light(Science & Applications)2021，10，3： | 8 |
| 2 | Optically Digitalized Holography: A Perspective for All-Optical Machine Learning显示文摘Holography, which was invented by Dennis Gabor in 1948, offers an approach to reconstructing both the amplitude and phase information of a three-dimensional (3D) object [1]. Since its invention, the concept of holography has been widely used in various fields, such as microscopy [2], interferometry [3], ultrasonography [4], and holographic display [5]. Optical holography can be divided into two steps: recording and reconstruction. A conventional hologram is recorded onto a photosensitive film as the interference between an object beam carrying the 3D object information and a reference beam. Thereafter, the original object wavefront is reconstructed in the 3D image space by illuminating the reference beam on the recorded hologram. | Min Gu Xinyuan Fang Haoran Ren Elena Goi | 2019 | Engineering2019，5，3： | 4 |
| 3 | Callus induction and somatic embryogenesis of Phalaenopsis显示文摘 | Ishii Y Takamura T Goi M | 1998 | Plant Cell Reports1998，17，67： | 2 |
| 4 | Degradation of polycyclic aromatic hydrocarbons by combined chemical preoxidation and bioremediation in creosote contaminated soil显示文摘 | KULIK N GOI A TRAPIDO M TUHKANEN T | 2005 | Journal of Environmental Management2005，，： | 1 |
| 5 | Characterstics of nitrification of the media-anaerobic-anoxicoxic process显示文摘 | Koji Mishima Takahiko Nishimura Masahide Goi | 1996 | Water Sci Technol1996，34，12： | 1 |
| 6 | Degradation of polycy- clie aromatic hydrocarbons by combined chemical pre - oxidation and bioremediation in creosote contaminated soil 显示文摘 | Kulik N Goi A Trapido M | 2006 | Environmental Management2006，78，4： | 1 |
| 7 | Postherpetic neuralgia显示文摘 | GOI~RAU G | 2014 | Schmerz2014，28，1： | 1 |
| 8 | Reduced expression of deleted colorectal carcinoma(DCC) protein in established colon cancers显示文摘 | Goi T Yamaguchi A Nakagawara G at al | 1998 | Br J Cancer1998，77，3： | 1 |
| 9 | Callus induction and somatic ernbryogenesis of Phalaenopsis显示文摘 | Ishii Y Takamura T Goi M | 1998 | Plant Cell Rep1998，17，： | 1 |
| 10 | Expression of protease activated receptor-2 (PAR-2) in gastric cancer显示文摘 | Fujimoto D Hirono Y Goi T | | 0，，02： | 1 |
| 11 | l)etection algorithm and initial laboratory results using V-BIJAS'I' space-time communication architecture 显示文摘 | GOI DEN G D FOSCHINI C J VALENZUELA R A | 1999 | E- lectronics Letters1999，35，1： | 1 |
| 12 | Characteristics of Nitrification and Denitrification of the Media-Anaerobic-Anoxic-Oxic Process显示文摘 | KOJI MISHIMA TAKAHIKO NISHIMURA MASAHIDE GOI | 1996 | Wat Sci Tech1996，34，12： | 1 |
| 13 | Evaluation of percutane- ous permeation of flurbiprofen and ketoprofen after application of transdermal patches using a lateral sectioning approach in hairless rats显示文摘 | Goi N Morishita K Taniguehi A | 2010 | Pharm Dev Technol2010，15，6： | 1 |
| 14 | Endoplasmic reticulum stress inducers, but not imatinib, sensitize Philadelphia chromosome-positive leukemia cells to TRAIL-mediated apoptosis显示文摘 | Xiaochun Zhang Takeshi Inukai Koshi Akahane Kinuko Hirose Itaru Kuroda Hiroko Honna Kumiko Goi Keiko Kagami Tetsuzo Tauchi Hideo Yagita Kanji Sugita | 2011 | Leukemia Research2011，，7： | 1 |
| 15 | Pharmacotherapy for hyperuricemia in hy-pertensive patients显示文摘 | Gois PH Souza ER | 2013 | Cochrane Database Syst Rev2013，1，00： | 1 |
| 16 | Heparanase expression in human colorectal cancer and its relationship to tumor angiogene- sis, hematogenons metastasis, and prognosis 显示文摘 | Sato T Yamaguchi A Goi T | 2004 | Surg Oncol2004，87，4： | 1 |
| 17 | Expression of a CD44 variant containing exans 8 to 10 is useful independent' factor for the prediction of prognosis in colorectal cancer patients 显示文摘 | Yamaguchi A Urano T Goi T | 2006 | J Clin Oncol2006，14，： | 1 |
| 18 | Dietary pat-terns and risk of oral cancer : a case-control study in Sao Paulo,Brazil 显示文摘 | Marchioni DML Fisberg RM Gois Filho JF | 2007 | Revista de Saude Publica2007，41，1： | 1 |
| 19 | Vulnerability to stress, anxiety and depressive symptoms and metabolic control intype 2 dia- betes显示文摘 | Gois C Dias V V Raposo J F | 2012 | BMC Res Notes2012，5，： | 1 |
| 20 | Chinical significance of combined immunohistochemical detection of CD44v6 and sialyl Lex expression for colnreetal cancer patients undergoing curative resection 显示文摘 | Yamaguchi A Goi T Seki K | 1998 | Oncology1998，55，5： | 1 |
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