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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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Assel Alkhanova

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Open access Sep 2026

METHODS OF SOURCE CODE SUMMARIZATION: FROM ABSTRACT SYNTAX TREES TO HETEROGENEOUS GRAPH NEURAL NETWORKS

This article examines methods of automatic source code summarization as a means of generating concise natural language descriptions that reflect program functionality and structure. The main problem addressed is the limited ability of many existing approaches to capture semantic context beyond local syntactic patterns,...

Assel Alkhanova · 0 citations

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