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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

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Jin-Peng Liu

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Preprint Sep 2026

Learned-projector QAOA for hierarchical optimization

Many optimization problems reveal inexpensive structural information before requiring costly final evaluation, whereas the conventional quantum approximate optimization algorithm (QAOA) applies a single aggregate objective throughout. We introduce the learned-projector quantum alternating operator ansatz (LP-QAOA), a m...

Kang-Yun Zhou, Dong An, Jin-Peng Liu · 0 citations

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