S
Scott Skirlo
Researcher at Massachusetts Institute of Technology
Publications - 26
Citations - 3049
Scott Skirlo is an academic researcher from Massachusetts Institute of Technology. The author has contributed to research in topics: Artificial neural network & Photonic crystal. The author has an hindex of 13, co-authored 26 publications receiving 1968 citations.
Papers
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Journal ArticleDOI
Deep learning with coherent nanophotonic circuits
TL;DR: A new architecture for a fully optical neural network is demonstrated that enables a computational speed enhancement of at least two orders of magnitude and three order of magnitude in power efficiency over state-of-the-art electronics.
Journal ArticleDOI
Experimental Observation of Large Chern Numbers in Photonic Crystals.
Scott Skirlo,Ling Lu,Yuichi Igarashi,Yuichi Igarashi,Q. Yan,Q. Yan,John D. Joannopoulos,Marin Soljacic +7 more
TL;DR: Mic microwave transmission measurements in the bulk and at the edge of ferrimagnetic photonic crystals are performed to produce dispersion relations of the edge modes, whose number and direction match the Chern number calculations.
Journal ArticleDOI
Multimode One-Way Waveguides of Large Chern Numbers
TL;DR: A continuously tunable power splitter is demonstrated as a possible application of multimode one-way waveguides and quantum anomalous Hall phases in photonic crystals with large Chern numbers of 2, 3, and 4 are predicted.
Proceedings Article
Tunable Efficient Unitary Neural Networks (EUNN) and their application to RNNs
Li Jing,Yichen Shen,Tena Dubček,John Peurifoy,Scott Skirlo,Yann LeCun,Max Tegmark,Marin Soljacic +7 more
TL;DR: This work presents a new architecture for implementing an Efficient Unitary Neural Network (EUNNs), and finds that this architecture significantly outperforms both other state-of-the-art unitary RNNs and the LSTM architecture, in terms of the final performance and/or the wall-clock training speed.
Journal ArticleDOI
Quantum Čerenkov Radiation: Spectral Cutoffs and the Role of Spin and Orbital Angular Momentum
Ido Kaminer,Maor Mutzafi,Amir Levy,Gal Harari,Hanan Herzig Sheinfux,Scott Skirlo,Jonathan Nemirovsky,John D. Joannopoulos,Mordechai Segev,Marin Soljacic +9 more
TL;DR: In this article, the quantum attributes of the charged particles result in important changes to the traditional Cerenkov theory, which is ubiquitous in a range of applications from nuclear reactors to biological imaging.