Stefan Werner

Adjunct Professor
Adjunct Professor
T412 Department of Information and Communications Engineering
Full researcher profile
https://research.aalto.fi/...

Areas of expertise

Statistical signal processing, Adaptation and learning, Distributed processing, Wireless Communications, Smart grids

Research groups

  • Risto Wichman Group, Adjunct Professor

Publications

Noise-robust and resource-efficient ADMM-based federated learning for WLS regression

Ehsan Lari, Reza Arablouei, Vinay Chakravarthi Gogineni, Stefan Werner 2026 Signal Processing

Analysis of Exponential Correlation Matrices for Massive MIMO Systems

Sateeshkrishna Dhuli, Said Kouachi, Abhay Kumar Sah, Stefan Werner 2025 IEEE Communications Letters

Optimal Analysis of Consensus Algorithms for r-nearest ring networks

V. Sateeshkrishna Dhuli, Said Kouachi, Stefan Werner 2025 IEEE Signal Processing Letters

Resilience in Online Federated Learning: Mitigating Model-Poisoning Attacks Via Partial Sharing

Ehsan Lari, Reza Arablouei, Vinay Chakravarthi Gogineni, Stefan Werner 2025 IEEE Transactions on Signal and Information Processing over Networks

Decentralized Smoothing ADMM for Quantile Regression with Non-Convex Sparse Penalties

Reza Mirzaeifard, Diyako Ghaderyan, Stefan Werner 2025 IEEE Signal Processing Letters

Federated Smoothing Proximal Gradient for Quantile Regression With Non-Convex Penalties

Reza Mirzaeifard, Diyako Ghaderyan, Stefan Werner 2025 IEEE Transactions on Signal and Information Processing over Networks

Networked Federated Meta-Learning Over Extending Graphs

Muhammad Asaad Cheema, Vinay Chakravarthi Gogineni, Pierluigi Salvo Rossi, Stefan Werner 2024 IEEE Internet of Things Journal

Lightweight Autonomous Autoencoders for Timely Hyperspectral Anomaly Detection

Vinay Chakravarthi Gogineni, Katinka Müller, Milica Orlandić, Stefan Werner 2024 IEEE Geoscience and Remote Sensing Letters

Smoothing ADMM for Sparse-Penalized Quantile Regression with Non-Convex Penalties

Reza Mirzaeifard, Naveen K.D. Venkategowda, Vinay Chakravarthi Gogineni, Stefan Werner 2024 IEEE Open journal of Signal Processing

Asynchronous Online Federated Learning With Reduced Communication Requirements

Francois Gauthier, Vinay Chakravarthi Gogineni, Stefan Werner, Yih Fang Huang, Anthony Kuh 2023 IEEE Internet of Things Journal