<?xml version="1.0" encoding="utf-8" standalone="yes"?><rss version="2.0" xmlns:atom="http://www.w3.org/2005/Atom"><channel><title>Self-Distillation | Benjamin M. Ampel</title><link>https://bampel.com/tag/self-distillation/</link><atom:link href="https://bampel.com/tag/self-distillation/index.xml" rel="self" type="application/rss+xml"/><description>Self-Distillation</description><generator>Wowchemy (https://wowchemy.com)</generator><language>en-us</language><lastBuildDate>Sun, 01 Aug 2021 00:00:00 +0000</lastBuildDate><image><url>https://bampel.com/media/icon_hu_cc9cb5646de94589.png</url><title>Self-Distillation</title><link>https://bampel.com/tag/self-distillation/</link></image><item><title>Linking Common Vulnerabilities and Exposures to the MITRE ATT&amp;CK Framework: A Self-Distillation Approach</title><link>https://bampel.com/workshop_publication/cve-attandck-kdd-2021/</link><pubDate>Sun, 01 Aug 2021 00:00:00 +0000</pubDate><guid>https://bampel.com/workshop_publication/cve-attandck-kdd-2021/</guid><description>
&lt;div class="altmetric-badge-section" style="margin: 30px 0; padding: 20px; background: #f5f5f5; border-radius: 12px; border: 1px solid #ddd;">
&lt;style>
.dark .altmetric-badge-section {
background: rgba(10,10,10,0.6) !important;
border-color: #2a2a2a !important;
}
&lt;/style>
&lt;h4 style="margin: 0 0 15px 0; font-size: 1rem; font-weight: 600;">Altmetric Attention Score&lt;/h4>
&lt;div style="display: flex; align-items: center; gap: 20px; flex-wrap: wrap;">
&lt;div data-badge-type="medium-donut" data-doi="10.48550/arXiv.2108.01696" data-badge-popover="right" class="altmetric-embed">&lt;/div>
&lt;div style="flex: 1; min-width: 200px;">
&lt;p style="margin: 0; font-size: 0.9rem; color: #888;">
This badge shows attention from news, blogs, social media, policy documents, and more.
&lt;a href="https://www.altmetric.com/details/doi/10.48550/arXiv.2108.01696" target="_blank" style="color: #00e5ff;">View details &lt;span aria-hidden="true">→&lt;/span>&lt;/a>
&lt;/p>
&lt;/div>
&lt;/div>
&lt;/div>
&lt;script type="text/javascript">
(function() {
function initBadge() {
if (typeof _altmetric_embed_init === 'function') {
_altmetric_embed_init();
} else {
var s = document.createElement('script');
s.src = 'https://d1bxh8uas1mnw7.cloudfront.net/assets/embed.js';
s.onload = function() {
if (typeof _altmetric_embed_init === 'function') _altmetric_embed_init();
};
document.head.appendChild(s);
}
}
if (document.readyState === 'complete') {
initBadge();
} else {
window.addEventListener('load', initBadge);
}
setTimeout(initBadge, 1000);
setTimeout(initBadge, 3000);
})();
&lt;/script>
&lt;div class="dimensions-badge-section">
&lt;h4 style="margin: 0 0 15px 0; font-size: 1rem; font-weight: 600;">📈 Dimensions Citation Metrics&lt;/h4>
&lt;div style="display: flex; align-items: center; gap: 20px; flex-wrap: wrap;">
&lt;span class="__dimensions_badge_embed__" data-doi="10.48550/arXiv.2108.01696" data-style="large_rectangle" data-legend="hover-right">&lt;/span>
&lt;div style="flex: 1; min-width: 200px;">
&lt;p style="margin: 0; font-size: 0.9rem;">
Dimensions tracks citations across scholarly literature, patents, clinical trials, and policy documents.
&lt;a href="https://app.dimensions.ai/discover/publication?search_text=10.48550%2farXiv.2108.01696" target="_blank">View full metrics →&lt;/a>
&lt;/p>
&lt;/div>
&lt;/div>
&lt;/div>
&lt;script>
(function() {
if (typeof __dimensions_embed === 'undefined') {
var script = document.createElement('script');
script.src = 'https://badge.dimensions.ai/badge.js';
script.charset = 'utf-8';
script.onload = function() {
if (typeof __dimensions_embed !== 'undefined' &amp;&amp; __dimensions_embed.addBadges) {
__dimensions_embed.addBadges();
}
};
document.head.appendChild(script);
} else {
__dimensions_embed.addBadges();
}
})();
&lt;/script>
&lt;div class="pub-extras">
&lt;div class="pub-extras-grid">
&lt;div class="pub-extras-card">
&lt;h3>Key Contributions&lt;/h3>
&lt;p class="pub-muted">Key contributions will be added soon.&lt;/p>
&lt;/div>
&lt;div class="pub-extras-card">
&lt;h3>Artifacts&lt;/h3>
&lt;div class="pub-artifacts">
&lt;a class="pub-chip" href="https://arxiv.org/abs/2108.01696" target="_blank" rel="noopener">PDF&lt;/a>
&lt;/div>
&lt;/div>
&lt;div class="pub-extras-card">
&lt;h3>Related Papers&lt;/h3>
&lt;ul class="pub-related">
&lt;li>
&lt;a href="https://bampel.com/conference_publication/mitre-attandck-isi-2023/">Mapping Exploit Code on Paste Sites to the MITRE ATT&amp;amp;CK Framework: A Multi-label Transformer Approach&lt;/a>
&lt;span>2023 · IEEE ISI&lt;/span>
&lt;/li>
&lt;li>
&lt;a href="https://bampel.com/workshop_publication/adversarial-phishing-wds-2023/">Generating Adversarial Phishing Websites to Evade Machine Learning-based Anti-Phishing Detectors: A Reinforcement Learning Approach&lt;/a>
&lt;span>2023 · WDS&lt;/span>
&lt;/li>
&lt;li>
&lt;a href="https://bampel.com/workshop_publication/phishing-nudging-wisp-2025/">Email Phishing Prevention: An Explainable Nudging Approach&lt;/a>
&lt;span>2025 · WISP&lt;/span>
&lt;/li>
&lt;/ul>
&lt;/div>
&lt;div class="pub-extras-card">
&lt;h3>Citation&lt;/h3>
&lt;div class="pub-citation">
&lt;div class="pub-citation-text">Benjamin M. Ampel, Sagar Samtani, Steven Ullman, &amp;amp; Hsinchun Chen (2021). Linking Common Vulnerabilities and Exposures to the MITRE ATT&amp;amp;CK Framework: A Self-Distillation Approach. AI4Cyber-KDD https://doi.org/10.48550/arXiv.2108.01696&lt;/div>
&lt;div class="pub-citation-actions">
&lt;button class="pub-copy" type="button" data-copy-text="Benjamin&amp;#43;M.&amp;#43;Ampel%2C&amp;#43;Sagar&amp;#43;Samtani%2C&amp;#43;Steven&amp;#43;Ullman%2C&amp;#43;%26&amp;#43;Hsinchun&amp;#43;Chen&amp;#43;%282021%29.&amp;#43;Linking&amp;#43;Common&amp;#43;Vulnerabilities&amp;#43;and&amp;#43;Exposures&amp;#43;to&amp;#43;the&amp;#43;MITRE&amp;#43;ATT%26CK&amp;#43;Framework%3A&amp;#43;A&amp;#43;Self-Distillation&amp;#43;Approach.&amp;#43;AI4Cyber-KDD&amp;#43;https%3A%2F%2Fdoi.org%2F10.48550%2FarXiv.2108.01696" data-copy-label="APA">Copy APA&lt;/button>
&lt;button class="pub-copy" type="button" data-copy-text="Benjamin&amp;#43;M.&amp;#43;Ampel%2C&amp;#43;Sagar&amp;#43;Samtani%2C&amp;#43;Steven&amp;#43;Ullman%2C&amp;#43;and&amp;#43;Hsinchun&amp;#43;Chen.&amp;#43;2021.&amp;#43;%22Linking&amp;#43;Common&amp;#43;Vulnerabilities&amp;#43;and&amp;#43;Exposures&amp;#43;to&amp;#43;the&amp;#43;MITRE&amp;#43;ATT%26CK&amp;#43;Framework%3A&amp;#43;A&amp;#43;Self-Distillation&amp;#43;Approach.%22&amp;#43;AI4Cyber-KDD&amp;#43;https%3A%2F%2Fdoi.org%2F10.48550%2FarXiv.2108.01696" data-copy-label="Chicago">Copy Chicago&lt;/button>
&lt;button class="pub-copy" type="button" data-copy-text="%40inproceedings%7Bmpel2021linking%2C%0A&amp;#43;&amp;#43;title%3D%7BLinking&amp;#43;Common&amp;#43;Vulnerabilities&amp;#43;and&amp;#43;Exposures&amp;#43;to&amp;#43;the&amp;#43;MITRE&amp;#43;ATT%26CK&amp;#43;Framework%3A&amp;#43;A&amp;#43;Self-Distillation&amp;#43;Approach%7D%2C%0A&amp;#43;&amp;#43;author%3D%7BBenjamin&amp;#43;M.&amp;#43;Ampel&amp;#43;and&amp;#43;Sagar&amp;#43;Samtani&amp;#43;and&amp;#43;Steven&amp;#43;Ullman&amp;#43;and&amp;#43;Hsinchun&amp;#43;Chen%7D%2C%0A&amp;#43;&amp;#43;booktitle%3D%7BAI4Cyber-KDD%7D%2C%0A&amp;#43;&amp;#43;year%3D%7B2021%7D%2C%0A&amp;#43;&amp;#43;doi%3D%7B10.48550%2FarXiv.2108.01696%7D%0A%7D" data-copy-label="BibTeX">Copy BibTeX&lt;/button>
&lt;/div>
&lt;/div>
&lt;/div>
&lt;/div>
&lt;/div>
&lt;style>
.pub-extras { margin-top: 2rem; }
.pub-extras-grid { display:grid; grid-template-columns: repeat(auto-fit, minmax(240px, 1fr)); gap:16px; }
.pub-extras-card { border:1px solid var(--card-border, #333); border-radius:14px; padding:16px; background:var(--card-bg, rgba(0,0,0,0.25)); box-shadow:0 8px 20px rgba(0,0,0,0.12); }
.pub-extras-card h3 { margin:0 0 10px; font-size:0.9rem; text-transform:uppercase; letter-spacing:0.08em; color:#00ff41; }
.pub-extras-card ul { margin:0; padding-left:18px; }
.pub-extras-card li { margin-bottom:6px; font-size:0.82rem; line-height:1.4; }
.pub-muted { font-size:0.8rem; opacity:0.7; }
.pub-artifacts { display:flex; flex-wrap:wrap; gap:8px; }
.pub-chip { font-size:0.7rem; text-transform:uppercase; letter-spacing:0.08em; padding:6px 10px; border-radius:999px; border:1px solid rgba(0,229,255,0.35); color:#bde8ff; background:rgba(0,229,255,0.1); text-decoration:none; }
.pub-related { list-style:none; padding:0; margin:0; display:flex; flex-direction:column; gap:8px; }
.pub-related li { display:flex; flex-direction:column; gap:2px; }
.pub-related a { color:#00e5ff; text-decoration:none; font-size:0.82rem; }
.pub-related span { font-size:0.72rem; opacity:0.7; }
.pub-citation { display:flex; flex-direction:column; gap:10px; }
.pub-citation-text { font-size:0.8rem; line-height:1.4; background:rgba(0,0,0,0.35); border-radius:10px; padding:10px; border:1px solid rgba(0,255,65,0.2); }
.pub-citation-actions { display:flex; flex-wrap:wrap; gap:8px; }
.pub-copy { align-self:flex-start; border-radius:999px; border:1px solid rgba(0,255,65,0.4); color:#00ff41; background:rgba(0,255,65,0.12); padding:6px 12px; font-size:0.7rem; text-transform:uppercase; letter-spacing:0.08em; cursor:pointer; }
.pub-copy.copied { color:#111; background:#00ff41; }
body:not(.dark) .pub-extras-card { background:rgba(255,255,255,0.92); }
body:not(.dark) .pub-extras-card h3 { color:#0b7a2f; }
body:not(.dark) .pub-citation-text { background:rgba(255,255,255,0.9); }
&lt;/style></description></item></channel></rss>