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Siqian Shen

4 accepted papers

2024

Heterogeneous Risk Management Using a Multi-Agent Framework for Supply Chain Disruption Response

RA-L 2024

In the highly complex and stochastic global, supply chain environments, local enterprise agents seek distributed and dynamic strategies for agile responses to disruptions. Existing literature explores both centralized and distributed approaches, while most work neglects temporal dynamics and the het

Cited by 3SourceScholar
2022

Online Learning and Pricing for Network Revenue Management with Reusable Resources

NeurIPS 2022accept

We consider a price-based network revenue management problem with multiple products and multiple reusable resources. Each randomly arriving customer requests a product (service) that needs to occupy a sequence of reusable resources (servers). We adopt an incomplete information setting where the firm…

Cited by 8SourcePDFScholar
2022

Online Learning and Pricing with Reusable Resources: Linear Bandits with Sub-Exponential Rewards

ICML 2022spotlight

We consider a price-based revenue management problem with reusable resources over a finite time horizon $T$. The problem finds important applications in car/bicycle rental, ridesharing, cloud computing, and hospitality management. Customers arrive following a price-dependent Poisson process and each…

Cited by 9SourcePDFScholar