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<meta name="viewport" content="width=device-width, initial-scale=1">
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<title>AUTOMOTIVE-ENV: Benchmarking Multimodal Agents in Vehicle Interface Systems</title>
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body { background: #ffffff; color: #111; }
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.system-figure img { max-width: 100%; height: auto; border: 1px solid #eee; border-radius: 6px; }
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.subtitle { color: #444; }
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.footer { background: #fafafa; }
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section, .hero, .navbar { border-bottom: 0 !important; }
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</style>
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</head>
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</div>
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</a>
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<a href="demo.mp4"
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class="external-link button is-normal is-rounded is-dark" target="_blank" rel="noopener">
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<span class="icon"><i class="fas fa-play"></i></span>
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<span>Demo Video</span>
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<div class="columns is-centered">
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<div class="column is-four-fifths">
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<h2 class="title is-3 has-text-centered">System Overview</h2>
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<div class="system-figure has-text-centered">
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<!-- image at
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<img src="demo_arch.jpg" alt="Automotive-ENV system architecture overview">
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<p class="subtitle is-6" style="margin-top:8px;">Figure 1. Automotive-ENV architecture overview.</p>
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<source src="demo.mp4" type="video/mp4">
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</video>
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<h2 class="subtitle has-text-centered" style="margin-top:10px;">
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A short looping demo showcasing Automotive-ENV tasks and agent behavior.
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</div>
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<li><strong>Implicit Intent</strong>: infer user goals from short context; minimize UI steps.</li>
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<li><strong>Safety-Aware</strong>: sensor + context classification with strict action gating.</li>
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</ul>
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<section class="section" id="BibTeX">
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<h2 class="title">BibTeX</h2>
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</div>
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<meta name="viewport" content="width=device-width, initial-scale=1">
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<title>AUTOMOTIVE-ENV: Benchmarking Multimodal Agents in Vehicle Interface Systems</title>
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<!-- (Optional) Google Analytics - remove if not needed -->
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<script async src="https://www.googletagmanager.com/gtag/js?id=G-PYVRSFMDRL"></script>
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<script>
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window.dataLayer = window.dataLayer || [];
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</script>
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<link href="https://fonts.googleapis.com/css?family=Google+Sans|Noto+Sans|Castoro" rel="stylesheet">
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<link rel="stylesheet" href="./static/css/bulma.min.css">
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<link rel="stylesheet" href="./static/css/bulma-carousel.min.css">
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<link rel="stylesheet" href="./static/css/bulma-slider.min.css">
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<link rel="stylesheet" href="./static/css/fontawesome.all.min.css">
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<link rel="stylesheet" href="https://cdn.jsdelivr.net/gh/jpswalsh/academicons@1/css/academicons.min.css">
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<link rel="stylesheet" href="./static/css/index.css">
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<script src="https://ajax.googleapis.com/ajax/libs/jquery/3.5.1/jquery.min.js"></script>
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<script defer src="./static/js/fontawesome.all.min.js"></script>
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<script src="./static/js/bulma-carousel.min.js"></script>
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<script src="./static/js/bulma-slider.min.js"></script>
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<script src="./static/js/index.js"></script>
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<style>
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/* Small tweaks to match paper-style, white background, black text */
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body { background: #ffffff; color: #111; }
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.hero { background: #fff; }
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.publication-title { letter-spacing: -0.02em; }
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.system-figure img { max-width: 100%; height: auto; border: 1px solid #eee; border-radius: 6px; }
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.subtitle { color: #444; }
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.footer { background: #fafafa; }
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/* Remove heavy separators if any exist in your local index.css */
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section, .hero, .navbar { border-bottom: 0 !important; }
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</style>
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</head>
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</div>
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</nav>
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<!-- Hero: title, authors, links -->
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<section class="hero">
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<div class="hero-body">
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<div class="container is-max-desktop">
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</a>
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</span>
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<span class="link-block">
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<a href="./static/videos/demo.mp4"
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class="external-link button is-normal is-rounded is-dark" target="_blank" rel="noopener">
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<span class="icon"><i class="fas fa-play"></i></span>
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<span>Demo Video</span>
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</div>
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</section>
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<!-- System overview figure (image above the video) -->
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<section class="section">
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<div class="container is-max-desktop">
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<div class="columns is-centered">
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<div class="column is-four-fifths">
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<h2 class="title is-3 has-text-centered">System Overview</h2>
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<div class="system-figure has-text-centered">
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<!-- Put your image at ./static/images/demo_arch.jpg or change the src accordingly -->
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<img src="./static/images/demo_arch.jpg" alt="Automotive-ENV system architecture overview">
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<p class="subtitle is-6" style="margin-top:8px;">Figure 1. Automotive-ENV architecture overview.</p>
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</div>
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</div>
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</div>
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</section>
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<!-- Teaser video (local mp4 like os-world's teaser section) -->
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<section class="hero teaser">
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<div class="container is-max-desktop">
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<div class="hero-body">
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<video id="teaser" autoplay muted loop playsinline height="100%">
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<!-- Put your video at ./static/videos/demo.mp4 or update this path -->
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<source src="./static/videos/demo.mp4" type="video/mp4">
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</video>
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<h2 class="subtitle has-text-centered" style="margin-top:10px;">
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A short looping demo showcasing Automotive-ENV tasks and agent behavior.
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</div>
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</section>
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<!-- Abstract -->
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<section class="section">
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<div class="container is-max-desktop">
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<div class="columns is-centered has-text-centered">
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</div>
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</section>
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<!-- Tasks preview (paper-style placeholders like os-world "results" sections but minimal) -->
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<section class="section">
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<div class="container is-max-desktop">
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<div class="columns is-centered">
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<li><strong>Implicit Intent</strong>: infer user goals from short context; minimize UI steps.</li>
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<li><strong>Safety-Aware</strong>: sensor + context classification with strict action gating.</li>
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</ul>
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<p>
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We will add per-task thumbnails and clips in future updates.
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</p>
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</div>
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</div>
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</div>
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</div>
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</section>
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<!-- BibTeX -->
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<section class="section" id="BibTeX">
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<div class="container is-max-desktop content">
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<h2 class="title">BibTeX</h2>
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<div class="columns is-centered">
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<div class="column is-8">
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<div class="content has-text-centered">
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<p>
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This website reuses the open-source Nerfies/OS-World page framework. Please remove analytics if you do not need it.
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</p>
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<p>
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© 2025 automotive-env — Hosted on GitHub Pages.
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