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.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…
q-fin.PM2025
Hierarchical AI Multi-Agent Fundamental Investing: Evidence from China's A-Share Market
Chujun He, Zhonghao Huang, Xiangguo Li +5
We present a multi-agent, AI-driven framework for fundamental investing that integrates macro indicators, industry-level and firm-specific information to construct optimized equity…