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A hypothesis-driven responsible AI framework for interpretable ESG forecasting with RuleFit

Abstract The systematic integration of artificial intelligence (AI) within business practices and corporate governance has made Responsible AI (RAI) an absolute subset of corporate social responsibility. This research formulates a framework that integrates Responsible AI principles with hypothesis-d...

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Principais autores: Tufail Muhammad, Rubab Hafeez, Waqas Bin Khidmat, Mehtab Afzal, Fazeel Abid, Harun Elkiran, Ahmet Gurhanli, Jawad Rasheed
Format: Artigo
Sprog:Inglês
Udgivet: Nature Portfolio 2026-04-01
Serier:Scientific Reports
Fag:
Responsible AI
RuleFit
Ensemble learning
Corporate governance
Online adgang:https://doi.org/10.1038/s41598-026-47870-3
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