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<p style="padding-left:15px; padding-right:15px;">
The Mobility Optimized by Traditional Ideas and Frontiers (MOTIF) Lab at the University of South Florida, led by Prof. Hao Zhou, conducts cutting-edge research at the intersection of self-driving technologies, electric vehicles, and generative AI.
The lab vision is to cultivate a synergy between classical transportation theories and emerging AI technologies to advance and transform transportation mobility.
<!-- Using the tools from artificial intelligence, control theory, robotics, machine learning, and optimization, we develop practical algorithms and the theoretical foundations for interactive robots working with people in uncertain, and safety-critical environments.
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<!--
<h1 class="h3">Recent News</h1>
<i>Check out our <a href="https://www.youtube.com/@uscliralab/">YouTube channel</a> for latest talks and supplementary videos for our publications.</i>
<table class="news">
<tr>
<td width="12%">
<b>2024-08:</b>
</td>
<td width="88%">
We got USENIX Security Dishtingushed Paper Award.
</td>
</tr>
<tr>
<td width="12%">
<b>2024-07:</b>
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<td width="88%">
4/4 papers are accepted to ECCV on the topic of trustworthy VLM and driving. Two of them are from interns in my group.
</td>
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<tr>
<td width="12%">
<b>2024-06:</b>
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Prof. Chaowei Xiao will give a talk to discuss recent progress on the Security in era of Vision Large Language Models at CVPR.
</td>
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<b>2024-06:</b>
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Prof. Chaowei Xiao will give a talk to discuss recent progress on the Security in era of Large Language Models at NAACL.
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<b>2024-05:</b>
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Prof. Chaowei Xiao will give a talk to discuss recent progress on the Security in era of Large Language Models at ICLR.
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<a href="/news/">See All</a>
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<h1 class="h3">Recent News</h1>
<i>Check out our <a href="https://github.com/MOTIF-Lab/">github group</a> for our latest projects and publications.</i>
<div class="tab">
<button class="tablinks" onclick="openTab(event, '2025')">2025</button>
<button class="tablinks" onclick="openTab(event, '2024')">2024</button>
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<td width="12%"><b>2025-01:</b></td>
<td width="88%">We have released OpenLKA, the first dataset for Lane Keeping Assist evaluation.</td>
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<td width="12%"><b>2024-08:</b></td>
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<td width="12%"><b>2024-05:</b></td>
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<td width="12%"><b>2024-05:</b></td>
<td width="88%">MOTIF lab kicked off a large-scale data collection of a wide range of market cars using rental cars at Tampa. The resulting datasets include the OpenLKA dataset, the CAN-level vehicle control dynamics dataset, and the EV regenerative braking dataset. .</td>
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<div id="2023" class="tabcontent">
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<td width="12%"><b>2023-08:</b></td>
<td width="88%">Dr. Hao Zhou joined USF as a tenure-track assistant professor in Transportation Engineering at the department of Civil and Environmental Engineering</td>
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