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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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Junpeng Hou

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Preprint Sep 2026

Quantum Representation Learning Beyond Pairwise Fidelity

It is shown that a transition-probability-only learning interface can possess exact continuous blind directions in certain quantum-state families, and multistate relational observables are established as measurable, trainable, and physically consequential signals for quantum representation learning beyond pairwise fide...

Jun-Peng Hou, Chang-Bin Lu · 0 citations

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