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Sponsored Artificial Intelligence: A Modern Approach, Global Edition Artificial Intelligence: A Modern Approach, Global Edition

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Muhammad Hamza Khan

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Open access Aug 2026

ScaleGen: A Combinatorial Generative LLM Framework for Scalability-Constrained Decision Optimization

The analysis indicates that ScaleGen can potentially improve candidate diversity, constraint awareness, and decision adaptability, although its effectiveness remains dependent on constraint encoding, evaluation reliability, computational overhead, and empirical validation.

Muhammad Hamza Khan, Ayesha Malik · 0 citations

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