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An abstract digital representation with a glowing blue diamond in the center, surrounded by six colorful glowing data tables. All elements are interconnected by light lines and dots on a dark background. The text 'FLOW RECORD' appears at the bottom.

An abstract digital representation with a glowing blue diamond in the center, surrounded by six colorful glowing data tables. All elements are interconnected by light lines and dots on a dark background. The text 'FLOW RECORD' appears at the bottom.
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إنّ سجل التدفق الواحد (single flow record) هو في الأساس مثيل جدولي (tabular instance)، حيث إن الميزات لا تتبع ترتيبًا زمنيًا، بل تتفاعل مع بعضها البعض. وللاستفادة من قوة Transformers، يجب علينا إعادة تفسير الترميز الموضعي ليس كإشارة زمنية (temporal signal)، بل كآلية لهوية الميزة (feature identity mechanism) See more

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