Summary

Machine Learning for Combinatorial Resource Allocation (ML4COP). Using ML to reduce optimality gap in resource allocation for networked systems. DeepGANTT: Scalable ML scheduler for backscatter networks using Graph Neural Networks and Transformers. Achieves 12% energy savings compared to heuristic.