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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

Guang-Quan Zhang

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Preprint Aug 2026

FreKoo++: Learning Continuous Spectral Dynamics for Temporal Domain Generalization

FreKoo++ is proposed, a novel continuous spectral-dynamical framework that pioneers the unification of continuous Koopman modal dynamics with adaptive spectral disentanglement and derives modal approximation and generalization bounds that characterize how amplitude and eigenvalue estimation errors propagate with the pr...

En-Shui Yu, Xiao-Yu Yang, Wei Duan et al. · 0 citations
Book Open access Jul 2026

Partial Label Learning-Inspired Denoising Implicit Feedback for Recommendation

This work is the first to reformulate the recommendation denoising problem into a Partial Label Learning (PLL) task, and innovatively leverages PLL paradigms to directly resolve ambiguous implicit feedback, effectively recovering clean signals from noisy candidate sets.

Huilin Chen, Jie Lu, Kezhi Lu et al. · 0 citations

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