Author

Hong-Yao Ma

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Preprint Sep 2026

Sequential Offering in On-Demand Platforms: On the Optimality of Greedy Ranking

On-demand platforms face the fundamental challenge of fulfilling time-sensitive jobs with independent workers who may decline offers. To minimize delays and unfulfilled jobs, platforms frequently raise the offered wage sequentially following each rejection. However, the interaction between these dynamic price adjustmen...

Hong-Yao Ma, Will W. K. Ma, M. Romero · 0 citations

Preprint Aug 2026

RLCascadeRouter: Quality-Estimator-Free Cascade Routing via Reinforcement Learning

RLCascadeRouter is a quality-estimator-free framework that formulates cascade routing as a Markov decision process with actions comprising ``stop''and model selection, and uses trajectory returns and advantages to directly optimize the performance-cost objective.

Shihong Huang, Shengjie Wang, Hongyao Ma et al. · 1 citation