2025
Hephaestus: Mixture Generative Modeling with Energy Guidance for Large-scale QoS Degradation
NeurIPS 2025poster
We study the Quality of Service Degradation (QoSD) problem, in which an adversary perturbs edge weights to degrade network performance. This setting arises in both network infrastructures and distributed ML systems, where communication quality, not just connectivity, determines functionality. While…