2 papers
cs.NI2026
Closed-Loop Decision-Focused Learning for User-Aware Cloud Orchestration under Uncertainty
Dongbin Jiao, Xubo Zhang, Huakang Lin +2
Time-varying cloud workloads often cause resource under-utilization during off-peak periods and resource contention during peak periods. Existing prediction-then-optimization (PTO)…
cs.LG2026
OD-Gear: Online Decomposition and Group Sampling for Expert-Guided Adversarial Routing in Scalable Capacitated Vehicle Routing
Dongbin Jiao, Zisheng Chen, Xianyi Wang +3
Solving large-scale capacitated vehicle routing problems (CVRP) is hindered by the high complexity of classical heuristics and the limited generalization of neural solvers. To brid…