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Global • 2026-11-01, 17:28 GMT • ~1 min read

Algorithms trained to detect quantum entanglement

کوانٹم اینٹینگلمنٹ کا پتہ لگانے کے لیے الگورتھم تربیت یافتہ

क्वांटम एंटैंगलमेंट का पता लगाने के लिए एल्गोरिदम प्रशिक्षित

Algorithms trained to detect quantum entanglement

Key points

اہم نکات

मुख्य बातें

  • Researchers have trained algorithms to detect and measure quantum entanglement, the strange link between particles, using ordinary measurement results instead of needing a complete picture of a quantum state.
  • The models learn patterns in measurement outcomes, so they can work even where entanglement is weak or the state is noisy.
  • Entanglement is a key resource for quantum computing and communication, and checking it has so far been difficult and costly.
  • محققین نے ایسے الگورتھم تربیت دیے ہیں جو کوانٹم اینٹینگلمنٹ — ذرات کے درمیان عجیب ربط — کا پتہ لگا سکتے ہیں اور اس کی پیمائش کر سکتے ہیں، بغیر کوانٹم حالت کی مکمل معلومات کے۔ یہ ماڈل عام پیمائشی نتائج سے نمونے سیکھتے ہیں، اس لیے یہ کم اینٹینگلمنٹ یا شور والی حالتوں میں بھی کام کر سکتے ہیں۔ اینٹینگلمنٹ کوانٹم کمپیوٹنگ اور مواصلات کا اہم وسیلہ ہے، اور اس کی جانچ اب تک مشکل اور مہنگی رہی ہے۔ یہ طریقہ مستقبل کے کوانٹم آلات کی جانچ کو آسان بنا سکتا ہے۔
  • शोधकर्ताओं ने ऐसे एल्गोरिदम प्रशिक्षित किए हैं जो क्वांटम एंटैंगलमेंट — कणों के बीच अजीब जुड़ाव — का पता लगा सकते हैं और उसे माप सकते हैं, बिना क्वांटम अवस्था की पूरी जानकारी के। ये मॉडल सामान्य मापन परिणामों से पैटर्न सीखते हैं, इसलिए कम एंटैंगलमेंट या शोर वाली अवस्थाओं में भी काम कर सकते हैं। एंटैंगलमेंट क्वांटम कंप्यूटिंग और संचार का प्रमुख संसाधन है, और इसकी जाँच अब तक कठिन और महंगी रही है। यह तरीका भविष्य के क्वांटम उपकरणों की जाँच को आसान बना सकता है।

Researchers have trained algorithms to detect and measure quantum entanglement, the strange link between particles, using ordinary measurement results instead of needing a complete picture of a quantum state. The models learn patterns in measurement outcomes, so they can work even where entanglement is weak or the state is noisy. Entanglement is a key resource for quantum computing and communication, and checking it has so far been difficult and costly. The approach could make future quantum devices easier to test and characterise.

محققین نے ایسے الگورتھم تربیت دیے ہیں جو کوانٹم اینٹینگلمنٹ — ذرات کے درمیان عجیب ربط — کا پتہ لگا سکتے ہیں اور اس کی پیمائش کر سکتے ہیں، بغیر کوانٹم حالت کی مکمل معلومات کے۔ یہ ماڈل عام پیمائشی نتائج سے نمونے سیکھتے ہیں، اس لیے یہ کم اینٹینگلمنٹ یا شور والی حالتوں میں بھی کام کر سکتے ہیں۔ اینٹینگلمنٹ کوانٹم کمپیوٹنگ اور مواصلات کا اہم وسیلہ ہے، اور اس کی جانچ اب تک مشکل اور مہنگی رہی ہے۔ یہ طریقہ مستقبل کے کوانٹم آلات کی جانچ کو آسان بنا سکتا ہے۔

शोधकर्ताओं ने ऐसे एल्गोरिदम प्रशिक्षित किए हैं जो क्वांटम एंटैंगलमेंट — कणों के बीच अजीब जुड़ाव — का पता लगा सकते हैं और उसे माप सकते हैं, बिना क्वांटम अवस्था की पूरी जानकारी के। ये मॉडल सामान्य मापन परिणामों से पैटर्न सीखते हैं, इसलिए कम एंटैंगलमेंट या शोर वाली अवस्थाओं में भी काम कर सकते हैं। एंटैंगलमेंट क्वांटम कंप्यूटिंग और संचार का प्रमुख संसाधन है, और इसकी जाँच अब तक कठिन और महंगी रही है। यह तरीका भविष्य के क्वांटम उपकरणों की जाँच को आसान बना सकता है।

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