output
19952026
most citedKnowledge-Defined Networking

353 citations

Showing 2021Show all

5 papers · 1 filter

quant-ph2021★ 92 cited

The Boundary for Quantum Advantage in Gaussian Boson Sampling

Jacob F. F. Bulmer, Bryn A. Bell, Rachel S. Chadwick +9

Identifying the boundary beyond which quantum machines provide a computational advantage over their classical counterparts is a crucial step in charting their usefulness. Gaussian…

physics.comp-ph2021★ 37 cited

Inverse Design of Grating Couplers Using the Policy Gradient Method from Reinforcement Learning

Sean Hooten, Raymond G. Beausoleil, Thomas Van Vaerenbergh

We present a proof-of-concept technique for the inverse design of electromagnetic devices motivated by the policy gradient method in reinforcement learning, named PHORCED (PHotonic…

cs.ET2021★ 2 cited

Tree-based machine learning performed in-memory with memristive analog CAM

Giacomo Pedretti, Catherine E. Graves, Can Li +5

Tree-based machine learning techniques, such as Decision Trees and Random Forests, are top performers in several domains as they do well with limited training datasets and offer im…

physics.ins-det2021★ 6 cited

A Physics Based Multiscale Compact Model of p-i-n Avalanche Photodiodes

Sheikh Z. Ahmed, Samiran Ganguly, Yuan Yuan +4

III-V material based digital alloy Avalanche Photodiodes (APDs) have recently been found to exhibit low noise similar to Silicon APDs. The III-V materials can be chosen to operate…

cs.CR2021★ 41 cited

SAFELearning: Enable Backdoor Detectability In Federated Learning With Secure Aggregation

Zhuosheng Zhang, Jiarui Li, Shucheng Yu +1

For model privacy, local model parameters in federated learning shall be obfuscated before sent to the remote aggregator. This technique is referred to as \emph{secure aggregation}…