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Sponsored Design Multi-Agent AI Systems Using MCP and A2A: Engineer your own Pyt Design Multi-Agent AI Systems Using MCP and A2A: Engineer your own Pyt

Author

Monit Sharma

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Open access Jul 2026

From circuits to hardware: benchmarking standard and qubit-efficient quantum optimization on real hardware

A hardware-aware benchmark of gate-based quantum optimization across four NP-hard problems: the multi-dimensional knapsack problem (MDKP), maximum independent set (MIS), quadratic assignment problem (QAP), and market-share problem, spanning variational methods and qubit-efficient encodings.

Monit Sharma, Hoong Chuin Lau · 2 citations

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