2 papers
cs.AI2026
Anchorless Diversification for Parallel LLM Ideation
Fares Nabil Ibrahim, Nafis Saami Azad, Raiyan Abdul Baten
LLMs are increasingly used to generate candidate-idea pools for creative tasks where broad exploration is valuable. Parallel inference can be attractive in this setting when it bro…
cs.AI2026
Ex Ante Evaluation of AI-Induced Idea Diversity Collapse
Nafis Saami Azad, Raiyan Abdul Baten
Creative AI systems are typically evaluated at the level of individual utility, yet creative outputs are consumed in populations: an idea loses value when many others produce simil…