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<!DOCTYPE html>
<html lang="en">
<head>
<meta charset="UTF-8" />
<link rel="icon" type="image/png" href="/favicon.png" />
<meta name="viewport" content="width=device-width, initial-scale=1.0" />
<title>CS Picks - FAQ & Methods</title>
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<body>
<!-- Theme toggle button -->
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<div id="app">
<header>
<h1>CS Picks</h1>
<div class="top-nav" style="display: flex; gap: 1rem; margin-bottom: 1rem; justify-content: center;">
<a href="index.html"
style="text-decoration: none; color: var(--text-secondary); font-weight: 600;">Search</a>
<a href="analysis.html"
style="text-decoration: none; color: var(--text-secondary); font-weight: 600;">Analysis</a>
<a href="compare.html"
style="text-decoration: none; color: var(--text-secondary); font-weight: 600;">Compare</a>
</div>
<p>Frequently Asked Questions & Methodology</p>
</header>
<main style="max-width: 800px; margin: 0 auto; padding: 2rem 1rem;">
<section class="faq-section" style="margin-bottom: 3rem;">
<h2 style="font-family: var(--font-heading); color: var(--primary-color); margin-bottom: 1rem;">Data &
Rankings</h2>
<div class="faq-item" style="margin-bottom: 1.5rem;">
<h3 style="font-weight: 600; margin-bottom: 0.5rem; color: var(--text-primary);">How are rankings
calculated?</h3>
<p style="color: var(--text-secondary); line-height: 1.6;">
CSPicks uses the <strong>Geometric Mean</strong> of adjusted publication counts across all
research areas.
This approach rewards institutions for having breadth across multiple areas of Computer Science
rather than just dominating in one.
The formula is: <code
style="background: var(--card-bg); padding: 0.1rem 0.3rem; border-radius: 4px; color: var(--text-primary);">Score = (Π(adjusted_count + 1))^(1/num_areas)</code>.
</p>
</div>
<div class="faq-item" style="margin-bottom: 1.5rem;">
<h3 style="font-weight: 600; margin-bottom: 0.5rem; color: var(--text-primary);">What is "Adjusted
Count"?</h3>
<p style="color: var(--text-secondary); line-height: 1.6;">
Each paper counts as <strong>1.0</strong> total. This value is divided equally among all
co-authors.
For example, if a paper has 4 authors, each author receives <strong>0.25</strong> credit.
This prevents inflation of counts simply by having large author lists.
</p>
</div>
<div class="faq-item" style="margin-bottom: 1.5rem;">
<h3 style="font-weight: 600; margin-bottom: 0.5rem; color: var(--text-primary);">Where does the data
come from?</h3>
<p style="color: var(--text-secondary); line-height: 1.6;">
Publication data is directly sourced from <a href="https://csrankings.org" target="_blank"
style="color: var(--accent-color);">CSRankings</a>.
Historical affiliation data (tracking where a professor was in the past) is sourced from <a
href="https://openalex.org" target="_blank"
style="color: var(--accent-color);">OpenAlex</a>. Read Data & Acknowledgment for more info.
</p>
</div>
</section>
<section class="faq-section" style="margin-bottom: 3rem;">
<h2 style="font-family: var(--font-heading); color: var(--primary-color); margin-bottom: 1rem;">Features
& Filters</h2>
<div class="faq-item" style="margin-bottom: 1.5rem;">
<h3 style="font-weight: 600; margin-bottom: 0.5rem; color: var(--text-primary);">What is Historical
Mode?</h3>
<p style="color: var(--text-secondary); line-height: 1.6;">
By default, rankings credit all of a professor's papers to their <em>current</em> institution.
<strong>Historical Mode</strong> changes this attribution: it credits papers to the institution
where the professor was affiliated
<em>at the time of publication</em>. This provides a more accurate view of a department's output
for a specific past time window.
</p>
</div>
<div class="faq-item" style="margin-bottom: 1.5rem;">
<h3 style="font-weight: 600; margin-bottom: 0.5rem; color: var(--text-primary);">What are the
Conference Set options?</h3>
<p style="color: var(--text-secondary); line-height: 1.6;">
This filter determines which conferences are included in the rankings. Four options are
available:
</p>
<ul
style="color: var(--text-secondary); margin-left: 1.5rem; margin-top: 0.5rem; list-style-type: disc;">
<li style="margin-bottom: 0.5rem;"><strong>CSRankings (All):</strong> Includes ALL conferences
from csrankings.org,
including both default venues and next-tier conferences (ASE, ISSTA, ICDE, PODS, HPCA, NDSS,
EuroSys, Eurographics, FAST, USENIX ATC, ICFP, OOPSLA, KDD).</li>
<li style="margin-bottom: 0.5rem;"><strong>CSRankings (Default):</strong> Includes only the
default set of
top-tier conferences from csrankings.org, excluding next-tier venues. This matches the
original CSRankings behavior and is the default option.</li>
<li style="margin-bottom: 0.5rem;"><strong>CORE A*:</strong> Only includes conferences rated as
<strong>A*</strong>
(top 4%) by the CORE Ranking 2023. This is the most restrictive option.
</li>
<li><strong>CORE A:</strong> Includes conferences rated as <strong>A</strong>
(top 13%) by the ICORE Ranking 2026. This includes 103 conferences across all CS areas.
</li>
</ul>
</div>
</section>
</main>
<footer style="text-align: center; padding: 0.75rem; color: var(--text-secondary); font-size: 0.9rem;">
<a href="faq.html" style="color: inherit; text-decoration: underline; margin-right: 1rem;">FAQ & Methods</a>
<a href="#" id="open-ack-modal" style="color: inherit; text-decoration: underline;">Data &
Acknowledgment</a>
</footer>
</div>
<div id="ack-modal" class="modal hidden">
<div class="modal-content" style="max-width: 500px;">
<div class="modal-header">
<h2>Data & Acknowledgment</h2>
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onclick="document.getElementById('ack-modal').classList.add('hidden')">×</button>
</div>
<div class="modal-body" style="text-align: left;">
<p>CSPicks is inspired by <a href="https://csrankings.org"
target="_blank"><strong>CSRankings</strong></a> and
uses its taxonomy and data to organize results.</p>
<p>Historical affiliation data is sourced from <a href="https://openalex.org"
target="_blank"><strong>OpenAlex</strong></a>,
an open catalog of the world's scholarly works.</p>
<p style="color: var(--text-secondary); font-size: 0.9em;"><em>⚠️ OpenAlex uses automated extraction
which may produce
inaccuracies in their affiliation data.
Some historical affiliations may be missing, incorrect, or include short-term visiting
positions.
These limitations are inherent to the OpenAlex dataset and not errors in CSPicks.</em></p>
<p style="color: #059669; font-size: 0.9em;"><strong>Wrong affiliation?</strong> You can submit
corrections
by opening an issue on
<a href="https://github.com/dynaroars/cspicks/issues" target="_blank">GitHub</a> with the
professor's name,
correct school, and years.
We maintain a manual override file to fix OpenAlex errors.
</p>
<p>All information is fetched on demand; no data is stored.</p>
<p>Report bugs and issues on <a href="https://github.com/dynaroars/cspicks"
target="_blank"><strong>GitHub</strong></a>.</p>
</div>
</div>
</div>
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