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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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Zhen-Wei Lin

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2 papers indexed here

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Open access Sep 2026

Large-scale semidefinite programming with graphics processing units

Significance Many scientific and engineering fields, including optimization, machine learning, and quantum computing, use semidefinite programming (SDP) to tackle complex problems. Unfortunately, as these problems grow, they rapidly exceed the capabilities of conventional SDP solvers, creating a critical bottleneck. By...

Qiu-Shi Han, Zhen-Wei Lin, Han-Wen Liu et al. · 1 citation
Preprint Sep 2026

Accelerated Prox-Level Methods for Unknown Piecewise-Smooth Optimization II: Function-constrained Optimization

We introduce an anytime, almost parameter-free algorithm for convex function-constrained optimization, in which the objective and constraint functions are unknown piecewise-smooth. Our algorithm, Restarted Penalty APEX (Penalty Accelerated Prox-level method for Exploring Piecewise Smoothness), is an accelerated bundle-...

Zhen-Wei Lin, Zhe Zhang · 1 citation

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