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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

Weixia Ma

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2 papers indexed here

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Preprint Aug 2026

Fuzzy-MoE: Interpretable Regime-Conditioned Expert Routing for Non-Stationary Multivariate Time Series Forecasting

In non-stationary multivariate time series, different variables and samples often exhibit heterogeneous latent dynamic states, while existing deep forecasting models usually compress them into a unified end-to-end mapping, leading to suboptimal modeling of time-varying dynamics and limited interpretability regarding wh...

Lan Guo, Jie Xiao, Zhao Su et al. · 0 citations
Open access Aug 2026

Deep learning-based methods for evaluating and optimizing teaching quality in higher education

Big Bang Big Crunch optimized Peephole Long Short-Term Memory (BBBC-Peephole LSTM) intelligent teaching quality assessment is proposed, designed to capture long-term temporal dependencies in student engagement and instructional performance data through cell-state-aware gating mechanisms, thereby enhancing sequential le...

Weixia Ma · 0 citations

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