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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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Alessandro Scalese

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Jul 2026

GUIDED Network-Agnostic Feature Initialization for Spatial Transferability in GNN-based Models

This research proposes a network-agnostic initialization layer, termed Geometrically Unconstrained Inductive Demand EmbeDding (GUIDED), which enables highly parameter-efficient domain adaptation for inter-network transfer learning without artificial input homogenization, establishing a robust foundation for truly induc...

Alessandro Scalese, Santhanakrishnan Narayanan, Constantinos Antoniou · 0 citations

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