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cs.LG2024
QGym: Scalable Simulation and Benchmarking of Queuing Network Controllers
Haozhe Chen, Ang Li, Ethan Che +3
Queuing network control determines the allocation of scarce resources to manage congestion, a fundamental problem in manufacturing, communications, and healthcare. Compared to stan…
cs.LG2024★ 1 cited
Stochastic Gradient Descent with Adaptive Data
Ethan Che, Jing Dong, Xin T. Tong
Stochastic gradient descent (SGD) is a powerful optimization technique that is particularly useful in online learning scenarios. Its convergence analysis is relatively well underst…
cs.LG2024
Differentiable Discrete Event Simulation for Queuing Network Control
Ethan Che, Jing Dong, Hongseok Namkoong
Queuing network control is essential for managing congestion in job-processing systems such as service systems, communication networks, and manufacturing processes. Despite growing…