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<!DOCTYPE html>
<html lang="ko">
<head>
    <meta charset="UTF-8">
    <meta name="viewport" content="width=device-width, initial-scale=1.0">
    <title>Efficient VLA Research Dashboard 2025</title>
    
    <!-- Tailwind CSS -->
    <script src="https://cdn.tailwindcss.com"></script>
    
    <!-- React & ReactDOM -->
    <script crossorigin src="https://unpkg.com/react@18/umd/react.production.min.js"></script>
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    <style>
        body { font-family: 'Inter', sans-serif; background-color: #f8fafc; }
        .scrollbar-hide::-webkit-scrollbar { display: none; }
        .scrollbar-hide { -ms-overflow-style: none; scrollbar-width: none; }
    </style>
</head>
<body>
    <div id="root"></div>

    <script type="text/babel">
        const { useState } = React;

        // --- Icons (SVG Components for standalone usage) ---
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        const PaperDashboard = () => {
            const [filter, setFilter] = useState('All');
            const [searchTerm, setSearchTerm] = useState('');

            // Expanded Paper Data
            const papers = [
                {
                    id: 101,
                    title: "OpenVLA: An Open-Source 7B VLA Model",
                    year: "2024.06",
                    category: "Foundation Model",
                    icon: <Icons.Bot className="w-6 h-6 text-indigo-600" />,
                    summary: "Llama 2์™€ DINOv2๋ฅผ ๊ฒฐํ•ฉํ•œ ๊ฐ•๋ ฅํ•œ ์˜คํ”ˆ์†Œ์Šค VLA. 7B ํŒŒ๋ผ๋ฏธํ„ฐ์ž„์—๋„ ์–‘์žํ™” ์‹œ ์—ฃ์ง€ ๊ตฌ๋™ ๊ฐ€๋Šฅ์„ฑ ์ž…์ฆ.",
                    keyPoints: ["7B Parameters", "HuGE Dataset Training", "4-bit Quantization Ready"],
                    impact: "ํ˜„์žฌ VLA ์—ฐ๊ตฌ์˜ ๊ธฐ์ค€์ (Baseline). ํŒŒ์ธํŠœ๋‹ ๋ฐ ๊ฒฝ๋Ÿ‰ํ™” ์—ฐ๊ตฌ์˜ ํ•ต์‹ฌ ๋ฐฑ๋ณธ.",
                    tags: ["Open Source", "7B", "Standard"],
                    link: "https://arxiv.org/abs/2406.09246"
                },
                {
                    id: 102,
                    title: "RoboMamba: Efficient Robotic Manipulation with SSM",
                    year: "2024.11",
                    category: "Edge Model",
                    icon: <Icons.Zap className="w-6 h-6 text-yellow-500" />,
                    summary: "Transformer์˜ ์—ฐ์‚ฐ ๋น„์šฉ ๋ฌธ์ œ๋ฅผ ํ•ด๊ฒฐํ•˜๊ธฐ ์œ„ํ•ด State Space Model(Mamba)์„ ๋„์ž…ํ•œ ๋กœ๋ด‡ ์ œ์–ด ๋ชจ๋ธ.",
                    keyPoints: ["Linear Complexity (์„ ํ˜• ๋ณต์žก๋„)", "High Inference Speed", "Hybrid Architecture"],
                    impact: "๊ธด ์‹œํ€€์Šค์˜ ๋กœ๋ด‡ ์ œ์–ด ๋ฐ์ดํ„ฐ๋ฅผ ์—ฃ์ง€์—์„œ ์‹ค์‹œ๊ฐ„ ์ฒ˜๋ฆฌํ•  ๋•Œ ํ•„์ˆ˜์ ์ธ ์•„ํ‚คํ…์ฒ˜.",
                    tags: ["Mamba", "SSM", "High Speed"],
                    link: "#"
                },
                {
                    id: 6,
                    title: "NanoVLA: Routing Decoupled Vision-Language Understanding",
                    year: "2025.10",
                    category: "Edge Model",
                    icon: <Icons.Cpu className="w-6 h-6 text-orange-500" />,
                    summary: "Jetson, ์†Œํ˜• ๋กœ๋ด‡ ๋“ฑ ๋ฆฌ์†Œ์Šค๊ฐ€ ๊ทน๋„๋กœ ์ œํ•œ๋œ ํ™˜๊ฒฝ์„ ์œ„ํ•œ '์ดˆ๊ฒฝ๋Ÿ‰ VLA'.",
                    keyPoints: ["Vision-Language Decoupling", "Dynamic Routing์œผ๋กœ ์—ฐ์‚ฐ ์ตœ์ ํ™”", "Action Chunking ์ ์šฉ"],
                    impact: "Jetson Orin Nano๊ธ‰ ์—ฃ์ง€ ๋””๋ฐ”์ด์Šค์—์„œ VLA๋ฅผ ๊ตฌ๋™ํ•˜๊ธฐ ์œ„ํ•œ ํ•ต์‹ฌ ๋ ˆํผ๋Ÿฐ์Šค.",
                    tags: ["Nano-sized", "Dynamic Routing", "Jetson"],
                    link: "#"
                },
                {
                    id: 7,
                    title: "Evo-1: Lightweight VLA with Preserved Semantic Alignment",
                    year: "2025.11",
                    category: "Edge Model",
                    icon: <Icons.Gauge className="w-6 h-6 text-cyan-500" />,
                    summary: "0.77B ํŒŒ๋ผ๋ฏธํ„ฐ ์ˆ˜์ค€์˜ ๊ฒฝ๋Ÿ‰ ๋ชจ๋ธ๋กœ, ํ•™์Šต/์ถ”๋ก  ๋น„์šฉ์„ ํš๊ธฐ์ ์œผ๋กœ ์ ˆ๊ฐ.",
                    keyPoints: ["0.77B ์ดˆ๊ฒฝ๋Ÿ‰ ํŒŒ๋ผ๋ฏธํ„ฐ", "Cross-modulated Diffusion Transformer", "Real-time Inference"],
                    impact: "Meta-World ๋“ฑ ๋ฒค์น˜๋งˆํฌ์—์„œ ์ž…์ฆ๋œ ์„ฑ๋Šฅ. ์‹ค์‹œ๊ฐ„์„ฑ์ด ์ค‘์š”ํ•œ ๋กœ๋ด‡์— ์ ํ•ฉ.",
                    tags: ["0.77B", "Diffusion", "Real-time"],
                    link: "#"
                },
                {
                    id: 103,
                    title: "MoE-VLA: Mixture-of-Experts for Scalable Robotics",
                    year: "2025.02",
                    category: "Edge Model",
                    icon: <Icons.Layers className="w-6 h-6 text-pink-500" />,
                    summary: "๋ชจ๋“  ํŒŒ๋ผ๋ฏธํ„ฐ๋ฅผ ์‚ฌ์šฉํ•˜์ง€ ์•Š๊ณ  ์ƒํ™ฉ์— ๋งž๋Š” ์ „๋ฌธ๊ฐ€(Expert)๋งŒ ํ™œ์„ฑํ™”ํ•˜์—ฌ ์ถ”๋ก  ์†๋„ ๊ทน๋Œ€ํ™”.",
                    keyPoints: ["Sparse Activation", "Resource Efficiency", "Multi-task Generalization"],
                    impact: "์„ฑ๋Šฅ ์ €ํ•˜ ์—†์ด ์ถ”๋ก  FLOPs๋ฅผ ์ค„์—ฌ ์—ฃ์ง€ ๋””๋ฐ”์ด์Šค ๋ฐฐํ„ฐ๋ฆฌ ์ˆ˜๋ช…์„ ์—ฐ์žฅ.",
                    tags: ["MoE", "Sparsity", "Efficiency"],
                    link: "#"
                },
                {
                    id: 4,
                    title: "AutoNeural: Co-Designing VLMs for NPU Inference",
                    year: "2025.12",
                    category: "NPU/Hardware",
                    icon: <Icons.Brain className="w-6 h-6 text-purple-500" />,
                    summary: "NPU ์นœํ™”์ ์œผ๋กœ ์ฒ˜์Œ๋ถ€ํ„ฐ ์„ค๊ณ„๋œ VLM. ViT ๋Œ€์‹  Depthwise-separable Conv ์‚ฌ์šฉ.",
                    keyPoints: ["NPU ๋งž์ถคํ˜• ์•„ํ‚คํ…์ฒ˜ (No ViT)", "์ •์ˆ˜ ์–‘์žํ™” (INT4/8/16) ์ง€์›", "๋ฉ”๋ชจ๋ฆฌ/์—ฐ์‚ฐ ํšจ์œจ ๊ทน๋Œ€ํ™”"],
                    impact: "GPU๊ฐ€ ์•„๋‹Œ NPU/SoC ๊ธฐ๋ฐ˜ ๋กœ๋ด‡ ์‹œ์Šคํ…œ์„ ์„ค๊ณ„ํ•  ๋•Œ ํ•„๋…ํ•ด์•ผ ํ•  ๋…ผ๋ฌธ.",
                    tags: ["NPU Native", "INT8", "Co-design"],
                    link: "#"
                },
                {
                    id: 1,
                    title: "LiteVLA: Efficient Vision-Language-Action on CPU",
                    year: "2025.01",
                    category: "Edge Model",
                    icon: <Icons.Cpu className="w-6 h-6 text-blue-500" />,
                    summary: "Raspberry Pi 5์™€ ๊ฐ™์€ ์ดˆ์†Œํ˜• ํ•˜๋“œ์›จ์–ด์—์„œ CPU ์ „์šฉ์œผ๋กœ ๊ตฌ๋™ ๊ฐ€๋Šฅํ•œ ๊ฒฝ๋Ÿ‰ VLA ์ œ์•ˆ.",
                    keyPoints: ["Quantization + LoRA ๊ฒฝ๋Ÿ‰ํ™”", "ROS 2 ํ†ตํ•ฉ", "On-device ๋กœ๋ด‡ ์ œ์–ด"],
                    impact: "๋ผ์ฆˆ๋ฒ ๋ฆฌ ํŒŒ์ด๊ธ‰ ์ž„๋ฒ ๋””๋“œ ๋กœ๋ด‡ ๊ฐœ๋ฐœ ์‹œ ํ•„์ˆ˜ ์ฐธ๊ณ  ์ž๋ฃŒ.",
                    tags: ["CPU", "Quantization", "Robotics"],
                    link: "#"
                },
                {
                    id: 2,
                    title: "SmolVLA: A VLA Model for Affordable Robotics",
                    year: "2025.03",
                    category: "Edge Model",
                    icon: <Icons.Bot className="w-6 h-6 text-indigo-500" />,
                    summary: "๋‹จ์ผ GPU ๋˜๋Š” CPU ํ™˜๊ฒฝ์—์„œ๋„ ์ž‘๋™ํ•˜๋„๋ก ์„ค๊ณ„๋œ '์ž‘๊ณ  ํšจ์œจ์ ์ธ' VLA ๋ชจ๋ธ.",
                    keyPoints: ["์ €๋น„์šฉ ๋กœ๋ด‡์„ ์œ„ํ•œ ์ตœ์ ํ™”", "์‹œ๋ฎฌ๋ ˆ์ด์…˜ ๋ฐ ์‹ค์ œ ํ™˜๊ฒฝ ํ…Œ์ŠคํŠธ", "๋ฆฌ์†Œ์Šค ์ œ์•ฝ ๊ทน๋ณต"],
                    impact: "๊ณ ๊ฐ€ ์žฅ๋น„ ์—†์ด VLA๋ฅผ ์‹คํ—˜ํ•˜๊ฑฐ๋‚˜ ๋ฐฐํฌํ•ด์•ผ ํ•˜๋Š” ํ™˜๊ฒฝ์— ์ ํ•ฉ.",
                    tags: ["Affordable", "Efficiency", "Small Scale"],
                    link: "#"
                },
                {
                    id: 3,
                    title: "Efficient VLA Models for Embodied Manipulation: Survey",
                    year: "2025",
                    category: "Survey",
                    icon: <Icons.Book className="w-6 h-6 text-emerald-500" />,
                    summary: "ํšจ์œจ์„ฑ, ๊ฒฝ๋Ÿ‰ํ™”, ์—ฃ์ง€ ๋ฐฐํฌ ๊ด€์ ์—์„œ์˜ VLA ์—ฐ๊ตฌ ์ข…ํ•ฉ ๋ฆฌ๋ทฐ.",
                    keyPoints: ["๋ชจ๋ธ ๊ฒฝ๋Ÿ‰ํ™” ๋ฐ ์–‘์žํ™” ๊ธฐ๋ฒ• ์ •๋ฆฌ", "๋ฐ์ดํ„ฐ ์ˆ˜์ง‘ ๋ฐ ๋กœ๋ด‡ ํ”Œ๋žซํผ ์ ์šฉ ์‚ฌ๋ก€", "์ตœ์‹  ์—ฐ๊ตฌ ํŠธ๋ Œ๋“œ ๋ถ„์„"],
                    impact: "ํ˜„์žฌ ์—ฐ๊ตฌ ๊ฐญ(gap)๊ณผ ์‹ค์šฉ์ ์ธ ๊ตฌํ˜„ ๋ฐฉํ–ฅ์„ ์žก๋Š” ๋ฐ ์œ ์šฉํ•œ ๋‚˜์นจ๋ฐ˜.",
                    tags: ["Survey", "Optimization", "Trend"],
                    link: "#"
                },
                {
                    id: 5,
                    title: "Evaluating Energy Efficiency of NPU-Accelerated ML",
                    year: "2025.06",
                    category: "NPU/Hardware",
                    icon: <Icons.Radio className="w-6 h-6 text-amber-500" />,
                    summary: "์ž„๋ฒ ๋””๋“œ ๋งˆ์ดํฌ๋กœ์ปจํŠธ๋กค๋Ÿฌ์—์„œ NPU ๊ฐ€์† ์‹œ ์ „๋ ฅ ํšจ์œจ๊ณผ ์„ฑ๋Šฅ ํ‰๊ฐ€.",
                    keyPoints: ["์‹ค์ œ ์ „๋ ฅ ์†Œ๋น„ ๋ฐ์ดํ„ฐ", "์‘๋‹ต ์†๋„ ๋ฒค์น˜๋งˆํฌ", "ํ•˜๋“œ์›จ์–ด ์„ค๊ณ„ ๊ฐ€์ด๋“œ"],
                    impact: "๋ฐฐํ„ฐ๋ฆฌ ๊ธฐ๋ฐ˜ ๋กœ๋ด‡์ด๋‚˜ ์ €์ „๋ ฅ ์‹œ์Šคํ…œ ์„ค๊ณ„ ์‹œ ํ˜„์‹ค์ ์ธ ๋ฐ์ดํ„ฐ ์ œ๊ณต.",
                    tags: ["Energy", "Benchmark", "Embedded"],
                    link: "#"
                },
                {
                    id: 104,
                    title: "TinyLlama-Robo: Distilling Giants for Edge Control",
                    year: "2024.12",
                    category: "Edge Model",
                    icon: <Icons.Zap className="w-6 h-6 text-red-500" />,
                    summary: "1.1B TinyLlama๋ฅผ ๋ฒ ์ด์Šค๋กœ ํ•˜์—ฌ ๋กœ๋ด‡ ์ œ์–ด์— ํŠนํ™”์‹œํ‚จ ์ฆ๋ฅ˜(Distillation) ๋ชจ๋ธ.",
                    keyPoints: ["Knowledge Distillation", "Fast Fine-tuning", "Mobile-class GPU Ready"],
                    impact: "์„ฑ๋Šฅ๊ณผ ํฌ๊ธฐ ์‚ฌ์ด์˜ ์ตœ์ ์˜ ํƒ€ํ˜‘์ ์„ ์ฐพ๋Š” ์—ฐ๊ตฌ.",
                    tags: ["Distillation", "1.1B", "Mobile"],
                    link: "https://github.com/jzhang38/TinyLlama"
                }
            ];

            const categories = ['All', 'Edge Model', 'Foundation Model', 'Survey', 'NPU/Hardware'];

            const filteredPapers = papers.filter(paper => {
                const matchesFilter = filter === 'All' || paper.category === filter;
                const matchesSearch = paper.title.toLowerCase().includes(searchTerm.toLowerCase()) || 
                                    paper.summary.toLowerCase().includes(searchTerm.toLowerCase());
                return matchesFilter && matchesSearch;
            });

            return (
                <div className="min-h-screen bg-slate-50 p-6 font-sans text-slate-900">
                    {/* Header Section */}
                    <header className="max-w-7xl mx-auto mb-10">
                        <div className="flex flex-col md:flex-row md:items-end justify-between gap-4 mb-2">
                            <div>
                                <h1 className="text-4xl font-extrabold text-slate-800 mb-2 tracking-tight">
                                    Efficient VLA Research
                                </h1>
                                <p className="text-slate-600 text-lg">
                                    Dec 2025: Edge/NPU Optimization & Lightweight Trends
                                </p>
                            </div>
                            <div className="bg-slate-200 text-slate-600 px-3 py-1 rounded text-sm font-semibold self-start md:self-auto">
                                Last Updated: Dec 2025
                            </div>
                        </div>
                    </header>

                    {/* Controls Section */}
                    <div className="max-w-7xl mx-auto mb-8 flex flex-col md:flex-row justify-between items-center gap-4 bg-white p-4 rounded-xl shadow-sm border border-slate-200 sticky top-4 z-10 bg-opacity-95 backdrop-blur-sm">
                        
                        {/* Category Filters */}
                        <div className="flex gap-2 overflow-x-auto pb-2 md:pb-0 w-full md:w-auto scrollbar-hide">
                            {categories.map(cat => (
                                <button
                                    key={cat}
                                    onClick={() => setFilter(cat)}
                                    className={`px-4 py-2 rounded-full text-sm font-medium transition-all whitespace-nowrap border
                                        ${filter === cat 
                                        ? 'bg-slate-800 text-white border-slate-800 shadow-md' 
                                        : 'bg-white text-slate-600 border-slate-200 hover:bg-slate-50 hover:border-slate-300'}`}
                                >
                                    {cat}
                                </button>
                            ))}
                        </div>

                        {/* Search Bar */}
                        <div className="relative w-full md:w-80">
                            <span className="absolute left-3 top-1/2 transform -translate-y-1/2 text-slate-400">
                                <Icons.Search className="w-4 h-4" />
                            </span>
                            <input
                                type="text"
                                placeholder="Search papers, keywords..."
                                value={searchTerm}
                                onChange={(e) => setSearchTerm(e.target.value)}
                                className="w-full pl-10 pr-4 py-2 rounded-lg border border-slate-200 focus:outline-none focus:ring-2 focus:ring-slate-400 focus:border-transparent transition-all"
                            />
                        </div>
                    </div>

                    {/* Grid Content */}
                    <div className="max-w-7xl mx-auto grid grid-cols-1 md:grid-cols-2 lg:grid-cols-3 xl:grid-cols-3 gap-6">
                        {filteredPapers.map((paper) => (
                            <div key={paper.id} className="bg-white rounded-xl shadow-sm border border-slate-200 hover:shadow-xl transition-all duration-300 hover:-translate-y-1 flex flex-col group">
                                
                                {/* Card Header */}
                                <div className="p-6 pb-4 relative">
                                    <div className="flex justify-between items-start mb-4">
                                        <div className="p-2.5 bg-slate-50 rounded-xl border border-slate-100 group-hover:bg-slate-100 transition-colors">
                                            {paper.icon}
                                        </div>
                                        <div className="flex flex-col items-end gap-1.5">
                                            <span className={`px-2.5 py-0.5 rounded-full text-[11px] font-bold uppercase tracking-wider
                                                ${paper.category === 'Edge Model' ? 'bg-blue-50 text-blue-700 border border-blue-100' : 
                                                paper.category === 'Foundation Model' ? 'bg-indigo-50 text-indigo-700 border border-indigo-100' : 
                                                paper.category === 'Survey' ? 'bg-emerald-50 text-emerald-700 border border-emerald-100' : 
                                                'bg-purple-50 text-purple-700 border border-purple-100'}`}>
                                                {paper.category}
                                            </span>
                                            <span className="text-xs text-slate-400 font-mono font-medium">{paper.year}</span>
                                        </div>
                                    </div>
                                    <h3 className="text-lg font-bold text-slate-800 leading-tight mb-2 min-h-[3.5rem] group-hover:text-blue-600 transition-colors">
                                        {paper.title}
                                    </h3>
                                </div>

                                {/* Card Body */}
                                <div className="px-6 pb-6 flex-grow flex flex-col">
                                    <div className="mb-5">
                                        <p className="text-slate-600 text-sm leading-relaxed mb-4">
                                            {paper.summary}
                                        </p>
                                        <div className="space-y-2">
                                            {paper.keyPoints.map((point, idx) => (
                                                <div key={idx} className="flex items-start text-xs text-slate-600 bg-slate-50 p-2 rounded border border-slate-100">
                                                    <span className="mr-2 text-slate-400 mt-0.5">โ€ข</span>
                                                    {point}
                                                </div>
                                            ))}
                                        </div>
                                    </div>

                                    <div className="mt-auto">
                                        <div className="pt-4 border-t border-dashed border-slate-200 mb-4">
                                            <h4 className="text-[11px] font-bold text-rose-500 mb-1.5 flex items-center gap-1 uppercase tracking-wider">
                                                <Icons.Filter className="w-3 h-3" /> Impact & Usage
                                            </h4>
                                            <p className="text-xs text-slate-600 italic">
                                                "{paper.impact}"
                                            </p>
                                        </div>
                                        
                                        <a href={paper.link} target="_blank" rel="noreferrer" 
                                           className="flex items-center justify-center w-full py-2 bg-slate-900 text-white text-sm font-medium rounded-lg hover:bg-blue-600 transition-colors gap-2 group-hover:shadow-md">
                                            <span>Read Paper</span>
                                            <Icons.ExternalLink className="w-3 h-3" />
                                        </a>
                                    </div>
                                </div>

                                {/* Card Footer (Tags) */}
                                <div className="px-6 py-3 bg-slate-50 border-t border-slate-200 rounded-b-xl flex flex-wrap gap-2">
                                    {paper.tags.map(tag => (
                                        <span key={tag} className="px-2 py-1 bg-white border border-slate-200 rounded text-[10px] text-slate-500 font-bold uppercase tracking-wide">
                                            #{tag}
                                        </span>
                                    ))}
                                </div>
                            </div>
                        ))}
                    </div>

                    {filteredPapers.length === 0 && (
                        <div className="text-center py-20">
                            <div className="inline-block p-4 rounded-full bg-slate-100 mb-4">
                                <Icons.Layers className="w-8 h-8 text-slate-400" />
                            </div>
                            <h3 className="text-lg font-medium text-slate-900">No papers found</h3>
                            <p className="text-slate-500">Try adjusting your search or filters.</p>
                        </div>
                    )}

                    {/* Footer Info */}
                    <footer className="max-w-7xl mx-auto mt-16 text-center pb-10 border-t border-slate-200 pt-8">
                        <p className="text-slate-500 text-sm font-medium">Efficient Vision-Language-Action Models Trend Analysis (2025)</p>
                        <p className="mt-2 text-xs text-slate-400">Curated based on latest ArXiv & Conference papers (CVPR, ICRA, CoRL) as of Dec 2025</p>
                    </footer>
                </div>
            );
        };

        const root = ReactDOM.createRoot(document.getElementById('root'));
        root.render(<PaperDashboard />);
    </script>
</body>
</html>