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samanthavbarron committed Sep 23, 2024
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18 changes: 18 additions & 0 deletions assets/data/papers.yaml
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- title: Provable bounds for noise-free expectation values computed from noisy samples
date: 2023-12-01
url: https://arxiv.org/abs/2312.00733
journal: arXiv
content: |
In this paper, we explore the impact of noise on quantum computing, particularly focusing on the challenges when sampling bit strings from noisy quantum computers as well as the implications for optimization and machine learning applications. We formally quantify the sampling overhead to extract good samples from noisy quantum computers and relate it to the layer fidelity, a metric to determine the performance of noisy quantum processors. Further, we show how this allows us to use the Conditional Value at Risk of noisy samples to determine provable bounds on noise-free expectation values. We discuss how to leverage these bounds for different algorithms and demonstrate our findings through experiments on a real quantum computer involving up to 127 qubits. The results show a strong alignment with theoretical predictions.
authors:
- Samantha V. Barron
- Daniel J. Egger
- Elijah Pelofske
- Andreas Bärtschi
- Stephan Eidenbenz
- Matthis Lehmkuehler
- Stefan Woerner
tags:
- error-mitigation
- qaoa
- cvar
50 changes: 50 additions & 0 deletions content/papers/_content.gotmpl
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{{ $data := dict }}
{{ $path := "data/papers.yaml" }}
{{ with resources.Get $path }}
{{ with . | transform.Unmarshal }}
{{ $data = . }}
{{ end }}
{{ else }}
{{ errorf "Unable to get global resource %q" $path }}
{{ end }}


{{/* Add pages and page resources. */}}
{{ range $data }}

{{/* Add page. */}}
{{ $content := dict "mediaType" "text/markdown" "value" .content }}
{{ $dates := dict "date" (time.AsTime .date) }}
{{ $params := dict "authors" .authors "tags" .tags "journal" .journal "url" .url }}
{{ $page := dict
"content" $content
"dates" $dates
"kind" "page"
"params" $params
"path" .title
"title" .title
}}
{{ $.AddPage $page }}

{{/* Add page resource. */}}
{{ $item := . }}
{{ with $url := $item.cover }}
{{ with resources.GetRemote $url }}
{{ with .Err }}
{{ errorf "Unable to get remote resource %s: %s" $url . }}
{{ else }}
{{ $content := dict "mediaType" .MediaType.Type "value" .Content }}
{{ $params := dict "alt" $item.title }}
{{ $resource := dict
"content" $content
"params" $params
"path" (printf "%s/cover.%s" $item.title .MediaType.SubType)
}}
{{ $.AddResource $resource }}
{{ end }}
{{ else }}
{{ errorf "Unable to get remote resource %s" $url }}
{{ end }}
{{ end }}

{{ end }}
34 changes: 34 additions & 0 deletions layouts/papers/single.html
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{{ define "main" }}
<h1><u><a href="{{ .Params.url }}">{{ .Title }}</a></u></h1>

<br>

<p><strong>Published: </strong> {{ .Date.Format "January 2, 2006" }} ({{ .Params.journal}})</p>

<br>

{{ with .Params.authors }}
<p><strong>Authors:</strong>
<i>{{ range . }}
{{ . }},
{{ end }}</i></p>
{{ end }}
<br>

<p><strong>Abstract:</strong> {{ .Content }}</p>

<br>

{{ with .GetTerms "tags" }}
<p><strong>Tags:</strong></p>
<ul style="margin-left: 20px;">
{{ range . }}
<li>
<div style = "text-transform: lowercase">
<u><a href="{{ .RelPermalink }}">{{ .LinkTitle }}</a></u>
</div>
</li>
{{ end }}
</ul>
{{ end }}
{{ end }}

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