Improved Generalization Bounds for Communication Efficient Federated Learning

no code implementations • 17 Apr 2024 • Peyman Gholami, Hulya Seferoglu

This paper focuses on reducing the communication cost of federated learning by exploring generalization bounds and representation learning.

Federated Learning Generalization Bounds +1

DIGEST: Fast and Communication Efficient Decentralized Learning with Local Updates

1 code implementation • 14 Jul 2023 • Peyman Gholami, Hulya Seferoglu

Two widely considered decentralized learning algorithms are Gossip and random walk-based learning.

Robust and Computationally-Efficient Anomaly Detection using Powers-of-Two Networks

no code implementations • 30 Oct 2019 • Usama Muneeb, Erdem Koyuncu, Yasaman Keshtkarjahromi, Hulya Seferoglu, Mehmet Fatih Erden, Ahmet Enis Cetin

We propose a technique to increase robustness and reduce computational complexity in a Convolutional Neural Network (CNN) based anomaly detector that utilizes the optical flow information of video data.

Anomaly Detection Denoising +3