Search Results for author: Hsuan-Tung Peng

Found 4 papers, 3 papers with code

A Photonic-Circuits-Inspired Compact Network: Toward Real-Time Wireless Signal Classification at the Edge

1 code implementation25 Jun 2021 Hsuan-Tung Peng, Joshua Lederman, Lei Xu, Thomas Ferreira de Lima, Chaoran Huang, Bhavin Shastri, David Rosenbluth, Paul Prucnal

In addition, compact and integratable hardware platforms which can implement ML models at the chip scale will find much broader application to wireless communication networks.

Classification

Universal Adversarial Attacks with Natural Triggers for Text Classification

1 code implementation NAACL 2021 Liwei Song, Xinwei Yu, Hsuan-Tung Peng, Karthik Narasimhan

Recent work has demonstrated the vulnerability of modern text classifiers to universal adversarial attacks, which are input-agnostic sequences of words added to text processed by classifiers.

General Classification text-classification +1

Noise Analysis of Photonic Modulator Neurons

no code implementations17 Jul 2019 Thomas Ferreira de Lima, Alexander N. Tait, Hooman Saeidi, Mitchell A. Nahmias, Hsuan-Tung Peng, Siamak Abbaslou, Bhavin J. Shastri, Paul R. Prucnal

Here, we examine modulator-based photonic neuron circuits with passive and active transimpedance gains, with special attention to the sources of noise propagation.

Digital Electronics and Analog Photonics for Convolutional Neural Networks (DEAP-CNNs)

1 code implementation23 Apr 2019 Viraj Bangari, Bicky A. Marquez, Heidi B. Miller, Alexander N. Tait, Mitchell A. Nahmias, Thomas Ferreira de Lima, Hsuan-Tung Peng, Paul R. Prucnal, Bhavin J. Shastri

Convolutional Neural Networks (CNNs) are powerful and highly ubiquitous tools for extracting features from large datasets for applications such as computer vision and natural language processing.

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