<div dir="ltr">Hah! Great reflection of the well-deserved popularity of NHiTS - hats off to Cristian and Kin.<div><br></div><div>But, it may be curious to take a look at this competition and see how our other products could potentially fare.</div><div><br></div><div>Cheers</div><div>Artur <br><br><div class="gmail_quote gmail_quote_container"><div dir="ltr" class="gmail_attr">---------- Forwarded message ---------<br>From: <strong class="gmail_sendername" dir="auto">Krzysztof Kotowski</strong> <span dir="auto"><<a href="mailto:kkotowski@kplabs.pl">kkotowski@kplabs.pl</a>></span><br>Date: Tue, Jun 3, 2025 at 7:15 AM<br>Subject: New Trojan Horse Hunt Kaggle competition<br>To: <a href="mailto:cchallu@cs.cmu.edu">cchallu@cs.cmu.edu</a> <<a href="mailto:cchallu@cs.cmu.edu">cchallu@cs.cmu.edu</a>>, <a href="mailto:kdgutier@cs.cmu.edu">kdgutier@cs.cmu.edu</a> <<a href="mailto:kdgutier@cs.cmu.edu">kdgutier@cs.cmu.edu</a>>, <a href="mailto:awd@cs.cmu.edu">awd@cs.cmu.edu</a> <<a href="mailto:awd@cs.cmu.edu">awd@cs.cmu.edu</a>>, <a href="mailto:boris.oreshkin@unity3d.com">boris.oreshkin@unity3d.com</a> <<a href="mailto:boris.oreshkin@unity3d.com">boris.oreshkin@unity3d.com</a>>, <a href="mailto:federico@nixtla.io">federico@nixtla.io</a> <<a href="mailto:federico@nixtla.io">federico@nixtla.io</a>>, <a href="mailto:max@nixtla.io">max@nixtla.io</a> <<a href="mailto:max@nixtla.io">max@nixtla.io</a>><br></div><br><br><div class="msg-6066661614899944307">




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Dear authors of the NHITS method, </div>
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in cooperation with the European Space Agency, Warsaw University of Technology, and KP Labs, we've launched a new Kaggle competition on identifying trojans in time series forecasting models. We are using the NHITS model as a baseline in the competition and
 we thought that you may be interested in joining or spreading the info in your community.</div>
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You can join here <a href="https://www.kaggle.com/competitions/trojan-horse-hunt-in-space" id="m_-6066661614899944307OWA13f4f9c2-0e15-ee53-d138-1afb7305a897" title="https://www.kaggle.com/competitions/trojan-horse-hunt-in-space" style="margin:0px" target="_blank">
https://www.kaggle.com/competitions/trojan-horse-hunt-in-space</a> and read more about the background and details on arXiv:
<a href="https://arxiv.org/abs/2506.01849" id="m_-6066661614899944307OWAba585f71-1f5e-4dd1-799b-713733facfae" title="https://arxiv.org/abs/2506.01849" style="margin:0px" target="_blank">
https://arxiv.org/abs/2506.01849</a></div>
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Regards,</div>
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Krzysztof Kotowski, PhD</div>
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KP Labs</div>
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Gliwice, Poland</div>
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