2 papers
cs.LG2026
DG-CoLearn: An Efficient Collaborative Learning Framework for Dynamic Graphs
Ashley Hoi-Ting Au, Zikun Zhang, Ligang He +1
Dynamic graph learning (DGL) is essential for modelling evolving graph data, but existing methods suffer from significant computational overhead due to repeated full-snapshot retra…
cs.NI2025
Criticality-Based Dynamic Topology Optimization for Enhancing Aerial-Marine Swarm Resilience
Ruiyang Huang, Haocheng Wang, Yixuan Shen +4
Heterogeneous marine-aerial swarm networks encounter substantial difficulties due to targeted communication disruptions and structural weaknesses in adversarial environments. This…