2 papers
cs.LG2025
Benchmarking Robust Aggregation in Decentralized Gradient Marketplaces
Zeyu Song, Sainyam Galhotra, Shagufta Mehnaz
The rise of distributed and privacy-preserving machine learning has sparked interest in decentralized gradient marketplaces, where participants trade intermediate artifacts like gr…
cs.CR2025
GNNBleed: Inference Attacks to Unveil Private Edges in Graphs with Realistic Access to GNN Models
Zeyu Song, Ehsanul Kabir, Shagufta Mehnaz
Graph Neural Networks (GNNs) have become indispensable tools for learning from graph structured data, catering to various applications such as social network analysis and fraud det…