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cs.LG2026
Cold-Start Forecasting of New Product Life-Cycles via Conditional Diffusion Models
Ruihan Zhou, Zishi Zhang, Jinhui Han +2
Forecasting the life-cycle trajectory of a newly launched product is important for launch planning, resource allocation, and early risk assessment. This task is especially difficul…
cs.LG2025
Predicting Effects, Missing Distributions: Evaluating LLMs as Human Behavior Simulators in Operations Management
Runze Zhang, Xiaowei Zhang, Mingyang Zhao
Large language models (LLMs) are increasingly used to simulate human behavior in business, economics, and the social sciences, offering a low-cost complement to laboratory experime…