<html>
<head>
<meta http-equiv="Content-Type" content="text/html; charset=us-ascii">
</head>
<body style="overflow-wrap: break-word; -webkit-nbsp-mode: space; line-break: after-white-space;">
<div style="font-size: 12pt; margin-top: 1em; margin-bottom: 1em; font-family: Aptos, Aptos_EmbeddedFont, Aptos_MSFontService, Calibri, Helvetica, sans-serif;">
Dear Colleagues,</div>
<div style="font-size: 12pt; margin-top: 1em; margin-bottom: 1em; font-family: Aptos, Aptos_EmbeddedFont, Aptos_MSFontService, Calibri, Helvetica, sans-serif;">
We are excited to announce the Neurosymbolic Methods for Trustworthy and Interpretable AI special track at the 19th International Conference on Neurosymbolic Learning and Reasoning (NeSy 2025).<br>
This special track aims to bring together researchers working on neurosymbolic approaches to develop AI systems that are transparent, fair, robust, and ethically aligned. Combining symbolic reasoning and neural systems offers unique opportunities to enhance
trustworthiness and interpretability as AI continues to be applied in high-stakes domains.</div>
<div style="font-size: 12pt; margin-top: 1em; margin-bottom: 1em; font-family: Aptos, Aptos_EmbeddedFont, Aptos_MSFontService, Calibri, Helvetica, sans-serif;">
We invite submissions on topics including, but not limited to:</div>
<ul style="font-family: HelveticaNeue;">
<li style="font-family: Aptos, Aptos_EmbeddedFont, Aptos_MSFontService, Calibri, Helvetica, sans-serif; font-size: 12pt;">
<b>Fairness and Bias Mitigation</b>: Leveraging symbolic reasoning and ontologies to detect, mitigate, and explain biases.</li><li style="font-family: Aptos, Aptos_EmbeddedFont, Aptos_MSFontService, Calibri, Helvetica, sans-serif; font-size: 12pt;">
<b>Explainable Decision-Making</b>: Neurosymbolic techniques for generating interpretable AI justifications.</li><li style="font-family: Aptos, Aptos_EmbeddedFont, Aptos_MSFontService, Calibri, Helvetica, sans-serif; font-size: 12pt;">
<b>Robustness and Verifiability</b>: Formal verification of AI systems using neurosymbolic methods.</li><li style="font-family: Aptos, Aptos_EmbeddedFont, Aptos_MSFontService, Calibri, Helvetica, sans-serif; font-size: 12pt;">
<b>Knowledge Graphs and Trustworthy AI</b>: Enhancing AI reliability through structured knowledge representations.</li><li style="font-family: Aptos, Aptos_EmbeddedFont, Aptos_MSFontService, Calibri, Helvetica, sans-serif; font-size: 12pt;">
<b>Neurosymbolic Debugging</b>: Identifying and explaining AI prediction failures.</li><li style="font-family: Aptos, Aptos_EmbeddedFont, Aptos_MSFontService, Calibri, Helvetica, sans-serif; font-size: 12pt;">
<b>Metrics and Benchmarks</b>: Developing new evaluation methodologies for trustworthiness, interpretability, and robustness.</li></ul>
<div style="font-size: 12pt; font-family: Aptos, Aptos_EmbeddedFont, Aptos_MSFontService, Calibri, Helvetica, sans-serif;">
<b>Submission Guidelines</b></div>
<div style="font-size: 12pt; margin-top: 1em; margin-bottom: 1em; font-family: Aptos, Aptos_EmbeddedFont, Aptos_MSFontService, Calibri, Helvetica, sans-serif;">
Please submit your papers via OpenReview and select the "Neurosymbolic Methods for Trustworthy and Interpretable AI" track. Submissions should adhere to the conference <a href="https://2025.nesyconf.org/call-for-papers/" title="https://2025.nesyconf.org/call-for-papers/" target="_blank" rel="nofollow" data-saferedirecturl="https://www.google.com/url?hl=en&q=https://2025.nesyconf.org/call-for-papers/&source=gmail&ust=1739857897561000&usg=AOvVaw03cPEAgQH8rI0Ln1pi_l3E" style="text-decoration: none; color: rgb(26, 115, 232);">submission
guidelines</a> available on the <a href="https://2025.nesyconf.org/" title="https://2025.nesyconf.org/" target="_blank" rel="nofollow" data-saferedirecturl="https://www.google.com/url?hl=en&q=https://2025.nesyconf.org/&source=gmail&ust=1739857897561000&usg=AOvVaw0LmNGvZtJijTNxMAUwlc_L" style="text-decoration: none; color: rgb(26, 115, 232);">NeSy
2025</a> website.</div>
<div style="font-size: 12pt; font-family: Aptos, Aptos_EmbeddedFont, Aptos_MSFontService, Calibri, Helvetica, sans-serif;">
<b>Important Dates</b></div>
<ul style="font-family: HelveticaNeue;">
<li style="font-family: Aptos, Aptos_EmbeddedFont, Aptos_MSFontService, Calibri, Helvetica, sans-serif; font-size: 12pt;">
Submission Deadline: March 7, 2025</li><li style="font-family: Aptos, Aptos_EmbeddedFont, Aptos_MSFontService, Calibri, Helvetica, sans-serif; font-size: 12pt;">
Notification of Acceptance: April 18, 2025</li><li style="font-family: Aptos, Aptos_EmbeddedFont, Aptos_MSFontService, Calibri, Helvetica, sans-serif; font-size: 12pt;">
Conference Dates: 8-10 September 2025</li></ul>
<div style="font-size: 12pt; font-family: Aptos, Aptos_EmbeddedFont, Aptos_MSFontService, Calibri, Helvetica, sans-serif;">
<a href="https://2025.nesyconf.org/trustworthy-interpretable/" target="_blank" rel="nofollow" data-saferedirecturl="https://www.google.com/url?hl=en&q=https://2025.nesyconf.org/trustworthy-interpretable/&source=gmail&ust=1739857897561000&usg=AOvVaw2J20kMdEUU0pu8KFCd5q7V" style="text-decoration: none; color: rgb(26, 115, 232);">https://2025.nesyconf.org/trustworthy-interpretable/</a><br>
</div>
<div style="font-size: 12pt; font-family: Aptos, Aptos_EmbeddedFont, Aptos_MSFontService, Calibri, Helvetica, sans-serif;">
<br>
</div>
<div style="font-size: 12pt; font-family: Aptos, Aptos_EmbeddedFont, Aptos_MSFontService, Calibri, Helvetica, sans-serif;">
<br>
</div>
<div style="font-size: 12pt; font-family: Aptos, Aptos_EmbeddedFont, Aptos_MSFontService, Calibri, Helvetica, sans-serif;">
We look forward to your contributions and hope to see you at NeSy 2025!</div>
The University of Edinburgh is a charitable body, registered in Scotland, with registration number SC005336. Is e buidheann carthannais a th’ ann an Oilthigh Dhùn Èideann, clàraichte an Alba, àireamh clàraidh SC005336.
</body>
</html>