activity
20082020
most citedOpportunities and challenges for quantum-assisted machine learning in near-term quantum computers

269 citations · 535 across the 10 of their papers we have counts for

collaborators

10 papers

quant-ph2020

Embodied observations from an intrinsic perspective can entail quantum dynamics

John Realpe-Gomez

After centuries of research, how subjective experience relates to physical phenomena remains unclear. Recent strategies attempt to identify the physical correlates of experience. L…

quant-ph2017★ 95 cited

Quantum-assisted Helmholtz machines: A quantum-classical deep learning framework for industrial datasets in near-term devices

Marcello Benedetti, John Realpe-Gómez, Alejandro Perdomo-Ortiz

Machine learning has been presented as one of the key applications for near-term quantum technologies, given its high commercial value and wide range of applicability. In this work…

quant-ph2017★ 269 cited

Opportunities and challenges for quantum-assisted machine learning in near-term quantum computers

Alejandro Perdomo-Ortiz, Marcello Benedetti, John Realpe-Gómez +1

With quantum computing technologies nearing the era of commercialization and quantum supremacy, machine learning (ML) appears as one of the promising "killer" applications. Despite…

quant-ph2017★ 101 cited

A NASA Perspective on Quantum Computing: Opportunities and Challenges

Rupak Biswas, Zhang Jiang, Kostya Kechezhi +10

In the last couple of decades, the world has seen several stunning instances of quantum algorithms that provably outperform the best classical algorithms. For most problems, howeve…

physics.soc-ph2016★ 19 cited

Balancing selfishness and norm conformity can explain human behavior in large-scale Prisoner's Dilemma games and can poise human groups near criticality

John Realpe-Gómez, Giulia Andrighetto, Gustavo Nardin +1

Cooperation is central to the success of human societies as it is crucial for overcoming some of the most pressing social challenges of our time. Yet how human cooperation is achie…

physics.bio-ph2012★ 20 cited

Demographic noise and resilience in a semi-arid ecosystem model

John Realpe-Gomez, Mara Baudena, Tobias Galla +2

The scarcity of water characterising drylands forces vegetation to adopt appropriate survival strategies. Some of these generate water-vegetation feedback mechanisms that can lead…