3 papers
math.OC2026
Dynamic Cloud Service-Capacity Deployment with Costly Response Readiness
Ruihan Zhou, Xiaowei Zhang, Yijie Peng
AI product launches require service-capacity decisions before sufficient product-specific workload histories are available. Early service observations update beliefs about remainin…
cs.CL2026
Beyond Skepticism: Evaluating LLMs Pedagogical Intent Reasoning with the Adaptive Pedagogical Vigilance Framework
Minghao Chen, Ruihan Zhou, Jiayi Tang +3
The capacity of Large Language Models (LLMs) to reason about pedagogical intent within instructional communication remains underexplored, particularly in educational domains such a…
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…