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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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Aleksander Byrski

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Open access Aug 2026

Composable Role-Based Diversity Control for Particle Swarm Optimization

Particle Swarm Optimization (PSO) remains highly effective on many continuous optimization problems, yet its search dynamics collapse too quickly on high-dimensional and deceptive landscapes. Our earlier work introduced single-role diversity-enhancing PSO variants and showed that diversity injection is effective only w...

Piotr Urbańczyk, Aleksandra Urbanczyk, Leszek Rutkowski et al. · 0 citations

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