[
    {
        "id": "osp-17358",
        "type": "article-journal",
        "title": "QiYao-I: نموذج أساس قائم على المتشعبات للتنبؤ بالسلاسل الزمنية متعددة المتغيرات غير المنتظمة",
        "author": [
            {
                "family": "Wang",
                "given": "Linfeng"
            },
            {
                "family": "Zhang",
                "given": "Ruitong"
            },
            {
                "family": "Zhao",
                "given": "Kai"
            },
            {
                "family": "Shu",
                "given": "Yang"
            },
            {
                "family": "Rao",
                "given": "Zhongwen"
            },
            {
                "family": "Wang",
                "given": "Meng"
            },
            {
                "family": "Li",
                "given": "Yijie"
            },
            {
                "family": "Yang",
                "given": "Bin"
            },
            {
                "family": "Guo",
                "given": "Chenjun"
            }
        ],
        "URL": "https://omanscience.com/ar/articles/qiyao-i-a-manifold-based-foundation-model-for-irregular-multivariate-time-series-forecasting",
        "language": "en",
        "issued": {
            "date-parts": [
                [
                    2026
                ]
            ]
        },
        "abstract": "Ϻ┘äϬ┘åÏ¿Ïñ ϿϺ┘äÏ│┘äϺÏ│┘ä Ϻ┘äÏ▓┘à┘å┘èÏ® ┘àϬÏ╣ϻϻϮ Ϻ┘ä┘àϬÏ║┘èÏ▒ϺϬ Ï║┘èÏ▒ Ϻ┘ä┘à┘åϬϩ┘àÏ® ┘àÏ│Ïú┘äÏ® ÏÁÏ╣Ï¿Ï® ┘ä┘â┘å┘çϺ ┘à┘ç┘àÏ® ┘ü┘è Ϻ┘äϬÏÀÏ¿┘è┘éϺϬ Ϻ┘ä┘êϺ┘éÏ╣┘èÏ®Ïî Ï¡┘èϽ Ϭ┘â┘ê┘å Ϻ┘ä┘àÏ┤Ϻ┘çϻϺϬ ┘âϽ┘èÏ▒Ϻ┘ï Ï║┘èÏ▒ ┘à┘åϬϩ┘àÏ® Ϻ┘äÏúÏ«Ï░ ϿϺ┘äÏ╣┘è┘åϺϬ ┘ê┘àÏ│ϼ┘äÏ® Ï¿Ï┤┘â┘ä Ï║┘èÏ▒ ┘àϬÏ▓Ϻ┘à┘å Ï╣Ï¿Ï▒ Ϻ┘ä┘àϬÏ║┘èÏ▒ϺϬ. ┘êϬϿ┘å┘ë ┘àÏ╣Ï©┘à ┘å┘àϺÏ░ϼ ÏúÏ│ϺÏ│ Ϻ┘äÏ│┘äϺÏ│┘ä Ϻ┘äÏ▓┘à┘å┘èÏ® Ϻ┘ä┘éϺϪ┘àÏ® Ï╣┘ä┘ë ϬϬϺϿÏ╣ϺϬ ┘àÏúÏ«┘êÏ░Ï® ϿϺ┘äÏ╣┘è┘åϺϬ ϿϺ┘åϬϩϺ┘àÏî ┘à┘àϺ ┘èϼÏ╣┘ä ϬÏ╣┘à┘è┘à┘çϺ Ï╣┘ä┘ë ┘üϬÏ▒ϺϬ Ï▓┘à┘å┘èÏ® Ï║┘èÏ▒ ┘à┘åϬϩ┘àÏ® ┘êÏ╣┘ä┘ë Ϻ┘äϺÏ╣Ϭ┘àϺϻ┘èϺϬ Ï║┘èÏ▒ Ϻ┘ä┘àϬÏ▓Ϻ┘à┘åÏ® Ï¿┘è┘å Ϻ┘ä┘àϬÏ║┘èÏ▒ϺϬ ÏÁÏ╣ϿϺ┘ï. ┘ê┘ä┘à┘êϺϼ┘çÏ® ┘çÏ░┘ç Ϻ┘äϬϡϻ┘èϺϬÏî ┘å┘éϬÏ▒Ï¡ QiYao-IÏî ┘ê┘ç┘ê ┘å┘à┘êÏ░ϼ ÏúÏ│ϺÏ│ ┘éϺϪ┘à Ï╣┘ä┘ë Ϻ┘ä┘àÏ┤Ï╣Ï¿ ┘ä┘äϬ┘åÏ¿Ïñ ϿϺ┘äÏ│┘äϺÏ│┘ä Ϻ┘äÏ▓┘à┘å┘èÏ® ┘àϬÏ╣ϻϻϮ Ϻ┘ä┘àϬÏ║┘èÏ▒ϺϬ Ï║┘èÏ▒ Ϻ┘ä┘à┘åϬϩ┘àÏ®. ┘êϬϡϻ┘èϻϺ┘ïÏî ┘å┘éÏ»┘à Ïó┘ä┘èÏ® ϼϻ┘èϻϮ ┘äϺ┘åϬϿϺ┘ç Ϻ┘ä┘àÏ┤Ï╣Ï¿ Ϻ┘äÏ▓┘à┘å┘è Ϻ┘ä┘àÏ┤Ï▒┘êÏÀ ϿϺ┘äÏúÏ«Ï░ ϿϺ┘äÏ╣┘è┘åϺϬÏî ϬÏ▒Ï¿ÏÀ Ϻ┘äÏÀ┘êϺϿÏ╣ Ϻ┘äÏ▓┘à┘å┘èÏ® Ϻ┘äÏ¡┘é┘è┘é┘èÏ® Ï¿┘üÏÂϺÏí Ï│┘àϺϬ ┘àÏ┤Ï╣Ï¿ Ï▓┘à┘å┘è ┘éϺϿ┘ä ┘ä┘äϬÏ╣┘ä┘àÏî ┘êϬ┘Åϻϫ┘ä Ϻ┘åÏ¡┘èϺÏ▓ϺϬ Ϻ┘ä┘àÏ┤Ï╣Ï¿ Ϻ┘äÏ▓┘à┘å┘è ┘ü┘è ÏÀÏ¿┘éϺϬ Ϻ┘äϺ┘åϬϿϺ┘çÏî ┘à┘àϺ ┘è┘à┘â┘æ┘å Ϻ┘ä┘å┘à┘êÏ░ϼ ┘à┘å Ϻ┘äϬ┘éϺÏÀ Ϻ┘ä┘üϬÏ▒ϺϬ Ϻ┘äÏ▓┘à┘å┘èÏ® Ï║┘èÏ▒ Ϻ┘ä┘à┘åϬϩ┘àÏ® ┘êÏ¿┘å┘ë Ϻ┘äÏúÏ«Ï░ ϿϺ┘äÏ╣┘è┘åϺϬ Ϻ┘ä┘àÏ¡┘ä┘èÏ® ┘àÏ╣Ϻ┘ï. ┘ê┘å┘éϬÏ▒Ï¡ ┘âÏ░┘ä┘â Ïó┘ä┘èÏ® Ϭ┘üϺÏ╣┘ä Ï»┘è┘åϺ┘à┘è┘â┘è Ï¿┘è┘å Ϻ┘ä┘àϬÏ║┘èÏ▒ϺϬ ┘àÏ»Ï▒┘âÏ® ┘ä┘äϬÏ▒ϻϻÏî Ϭ┘å┘üÏ░ Ϭ┘àÏ▒┘èÏ▒ Ϻ┘äÏ▒Ï│ϺϪ┘ä Ï¿┘è┘å Ϻ┘ä┘àϬÏ║┘èÏ▒ϺϬ ϿϺ┘åϬ┘éϺϪ┘èÏ® ϬϡϬ Ϻ┘ä┘àÏ┤Ϻ┘çϻϺϬ Ï║┘èÏ▒ Ϻ┘ä┘àϬÏ▓Ϻ┘à┘åÏ®. ┘êϬϿ┘è┘å Ϻ┘äϬϼϺÏ▒Ï¿ Ϻ┘ä┘êϺÏ│Ï╣Ï® Ï╣┘ä┘ë ┘àÏ╣Ϻ┘è┘èÏ▒ ┘êϺ┘éÏ╣┘èÏ® ┘ä┘äϬ┘åÏ¿Ïñ ┘àϬÏ╣ϻϻ Ϻ┘ä┘àϬÏ║┘èÏ▒ϺϬ Ï║┘èÏ▒ Ϻ┘ä┘à┘åϬϩ┘à Ïú┘å QiYao-I ┘èÏ¡┘é┘é ÏúϻϺÏí┘ï ┘àϬ┘ü┘ê┘éϺ┘ï ┘à┘éϺÏ▒┘åÏ®┘ï Ï¿┘å┘àϺÏ░ϼ ÏúÏ│ϺÏ│ Ϻ┘äÏ│┘äϺÏ│┘ä Ϻ┘äÏ▓┘à┘å┘èÏ® ┘ê┘å┘àϺÏ░ϼ Ϻ┘äϬ┘åÏ¿Ïñ Ï║┘èÏ▒ Ϻ┘ä┘à┘åϬϩ┘à ┘à┘å ÏÀÏ▒┘ü ÏÑ┘ä┘ë ÏÀÏ▒┘üÏî ┘àÏ©┘çÏ▒Ϻ┘ï ┘éÏ»Ï▒Ï® ┘é┘ê┘èÏ® Ï╣┘ä┘ë Ϻ┘äϬÏ╣┘à┘è┘à ┘ü┘è Ϻ┘äÏÑÏ╣ϻϺϻϺϬ ÏÁ┘üÏ▒┘èÏ® Ϻ┘äÏÀ┘ä┘éÏ® ┘ê┘é┘ä┘è┘äÏ® Ϻ┘äÏÀ┘ä┘éϺϬ."
    }
]