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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

Takafumi Nakanishi

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Open access Jul 2026

AIME2: toward a unified algebraic theory of explainability via approximate inverse operators

This study reformulates XAI as an inverse problem in vector spaces and introduces an algebraic framework termed approximate inverse model explanations squared (AIME2), which provides a common perspective from which several existing XAI paradigms can be interpreted within a shared inverse-operator structure.

Takafumi Nakanishi · 1 citation

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