2 papers
cs.LG2025
Friends in Unexpected Places: Enhancing Local Fairness in Federated Learning through Clustering
Yifan Yang, Ali Payani, Parinaz Naghizadeh
Federated Learning (FL) has been a pivotal paradigm for collaborative training of machine learning models across distributed datasets. In heterogeneous settings, it has been observ…
cs.LG2025
Generalization Error Bounds for Learning under Censored Feedback
Yifan Yang, Ali Payani, Parinaz Naghizadeh
Generalization error bounds from learning theory provide statistical guarantees on how well an algorithm will perform on previously unseen data. In this paper, we characterize the…