98 citations · 527 across the 30 of their papers we have counts for
4 papers · 1 filter
Personalized Online Federated Learning with Multiple Kernels
Pouya M. Ghari, Yanning Shen
Multi-kernel learning (MKL) exhibits well-documented performance in online non-linear function approximation. Federated learning enables a group of learners (called clients) to tra…
Model Extraction Attacks Against Reinforcement Learning Based Controllers
Momina Sajid, Yanning Shen, Yasser Shoukry
We introduce the problem of model-extraction attacks in cyber-physical systems in which an attacker attempts to estimate (or extract) the feedback controller of the system. Extract…
FairGAT: Fairness-aware Graph Attention Networks
O. Deniz Kose, Yanning Shen
Graphs can facilitate modeling various complex systems such as gene networks and power grids, as well as analyzing the underlying relations within them. Learning over graphs has re…
Fairness-Aware Graph Filter Design
O. Deniz Kose, Yanning Shen, Gonzalo Mateos
Graphs are mathematical tools that can be used to represent complex real-world systems, such as financial markets and social networks. Hence, machine learning (ML) over graphs has…