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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

Pavel Kordík

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Book Open access Nov 2026

From Counterfactual Edits to Human Narratives: LLM-Driven Interpretations for Recommender System Explanations

Recommender systems increasingly influence what users discover and consume online, yet the decision logic behind their outputs often remains opaque. Counterfactual explanation (CFX) methods provide an effective way to show which changes to a user's interaction history would alter a recommendation. In recommendation set...

Vojtech Cahlík, Amir Reza Mohammadi, R. Alves et al. · 0 citations
Book Open access Nov 2026

From Counterfactual Edits to Human Narratives: LLM-Driven Interpretations for Recommender System Explanations

Recommender systems increasingly influence what users discover and consume online, yet the decision logic behind their outputs often remains opaque. Counterfactual explanation (CFX) methods provide an effective way to show which changes to a user's interaction history would alter a recommendation. In recommendation set...

Vojtech Cahlík, Amir Reza Mohammadi, R. Alves et al. · 0 citations

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