| 2025 | ACSSC | Enhancing Efficiency and Privacy in Federated Learning via Partial Model Sharing. | Dawit Kiros Redie, Reza Arablouei, Anders Buvarp, Stefan Werner |
| 2025 | ICASSP | Federated Smoothing ADMM for Quantile Regression with Non-Convex Sparse Penalties. | Reza Mirzaeifard, Stefan Werner |
| 2024 | ICASSP | On The Resilience Of Online Federated Learning To Model Poisoning Attacks Through Partial Sharing. | Ehsan Lari, Vinay Chakravarthi Gogineni, Reza Arablouei, Stefan Werner |
| 2022 | ACSSC | Clustered Graph Federated Personalized Learning. | Franois Gauthier, Vinay Chakravarthi Gogineni, Stefan Werner, Yih-Fang Huang, Anthony Kuh |
| 2022 | ACSSC | Robust Phase Retrieval with Non-Convex Penalties. | Reza Mirzaeifard, Naveen K. D. Venkategowda, Stefan Werner |
| 2022 | CISS | Decentralized Graph Federated Multitask Learning for Streaming Data. | Vinay Chakravarthi Gogineni, Stefan Werner, Yih-Fang Huang, Anthony Kuh |
| 2022 | FUSION | Communication-Efficient and Privacy-Aware Distributed LMS Algorithm. | Vinay Chakravarthi Gogineni, Ashkan Moradi, Naveen K. D. Venkategowda, Stefan Werner |
| 2022 | ICASSP | Communication-Efficient Online Federated Learning Framework for Nonlinear Regression. | Vinay Chakravarthi Gogineni, Stefan Werner, Yih-Fang Huang, Anthony Kuh |
| 2022 | IJCNN | Fractional-Order Learning Systems. | Sayed Pouria Talebi, Stefan Werner, Danilo P. Mandic |
| 2022 | NOMS | mobile-env: An Open Platform for Reinforcement Learning in Wireless Mobile Networks. | Stefan Schneider, Stefan Werner, Ramin Khalili, Artur Hecker, Holger Karl |
| 2022 | NOMS | Use What You Know: Network and Service Coordination Beyond Certainty. | Stefan Werner, Stefan Schneider, Holger Karl |
| 2021 | ACSSC | Recurrent Time-Varying Multi-Graph Convolutional Neural Network for Personalized Cervical Cancer Risk Prediction. | Vinay Chakravarthi Gogineni, Severin R. E. Langberg, Valeriya Naumova, Jan F. Nygrd, Mari Nygrd, Markus Grasmair, Stefan Werner |
| 2021 | ACSSC | Optimal Transmission Threshold and Channel Allocation Strategies for Heterogeneous Sensor Data. | Victor Wattin Hkansson, Naveen K. D. Venkategowda, Stefan Werner |
| 2021 | ACSSC | Distributed Kalman Filtering with Privacy against Honest-but-Curious Adversaries. | Ashkan Moradi, Naveen K. D. Venkategowda, Sayed Pouria Talebi, Stefan Werner |
| 2021 | FUSION | Securing the D istributed Kalman Filter Against Curious Agents. | Ashkan Moradi, Naveen K. D. Venkategowda, Sayed Pouria Talebi, Stefan Werner |
| 2021 | ICASSP | Kernel Regression on Graphs in Random Fourier Features Space. | Vitor Rosa Meireles Elias, Vinay Chakravarthi Gogineni, Wallace A. Martins, Stefan Werner |
| 2020 | ACML | Run2Survive: A Decision-theoretic Approach to Algorithm Selection based on Survival Analysis. | Alexander Tornede, Marcel Wever, Stefan Werner, Felix Mohr, Eyke Hllermeier |
| 2020 | ACSSC | Privacy-Preserving Distributed Learning with Nonsmooth Objective Functions. | Franois Gauthier, Cristiano Gratton, Naveen K. D. Venkategowda, Stefan Werner |
| 2020 | ACSSC | Graph Diffusion Kernel LMS using Random Fourier Features. | Vinay Chakravarthi Gogineni, Vitor Rosa Meireles Elias, Wallace A. Martins, Stefan Werner |
| 2020 | ACSSC | Optimal Scheduling of Multiple Spatio-temporally Dependent Observations using Age-of-Information. | Victor Wattin Hkansson, Naveen K. D. Venkategowda, Stefan Werner |
| 2020 | FUSION | Optimal Scheduling Policy for Spatio-temporally Dependent Observations using Age-of-Information. | Victor Wattin Hkansson, Naveen K. D. Venkategowda, Stefan Werner |
| 2019 | ICASSP | Consensus-based Distributed Total Least-squares Estimation Using Parametric Semidefinite Programming. | Cristiano Gratton, Naveen K. D. Venkategowda, Reza Arablouei, Stefan Werner |
| 2019 | ICASSP | Price-aware Renewable Energy Management with Transmission Losses. | Johann Leithon, Stefan Werner, Visa Koivunen, Sayed Pouria Talebi |
| 2019 | ICASSP | Tracking Dynamic Systems in α-Stable Environments. | Sayed Pouria Talebi, Stefan Werner, Shengxi Li, Danilo P. Mandic |
| 2019 | Interspeech | Recognition of Creaky Voice from Emergency Calls. | Lauri Tavi, Tanel Alume, Stefan Werner |
| 2019 | IGARSS | Multi-Temporal Sentinel-1 Data for Wall-To-Wall Herbaceous Biomass Mapping in Kruger National Park, South Africa - First Results. | Christian Berger, Stefan Werner, Corli Wigley-Coetsee, Izak P. J. Smit, Christiane Schmullius |
| 2018 | ACSSC | Distributed Ridge Regression with Feature Partitioning. | Cristiano Gratton, Naveen K. D. Venkategowda, Reza Arablouei, Stefan Werner |
| 2018 | GLOBECOM | Machine Learning-Based Occupancy Estimation Using Multivariate Sensor Nodes. | Adarsh Pal Singh, Vivek Jain, Sachin Chaudhari, Frank Alexander Kraemer, Stefan Werner, Vishal Garg |
| 2018 | ICASSP | Kalman Filtering and Clustering in Sensor Networks. | Sayed Pouria Talebi, Stefan Werner, Visa Koivunen |
| 2018 | MASCOTS | MIRA: Proactive Music Video Caching Using ConvNet-Based Classification and Multivariate Popularity Prediction. | Christian Koch, Stefan Werner, Amr Rizk, Ralf Steinmetz |
| 2015 | ICASSP | Model-distributed solution of regularized least-squares problem over sensor networks. | Reza Arablouei, Kutluyil Dogancay, Stefan Werner, Yih-Fang Huang |
| 2015 | ICASSP | Subspace-based phase noise estimation in OFDM receivers. | Pramod Mathecken, Stefan Werner, Taneli Riihonen, Risto Wichman |
| 2013 | ICASSP | Autocorrelation-based adaptation rule for feedback equalization in wideband full-duplex amplify-and-forward MIMO relays. | Emilio Antonio-Rodriguez, Roberto Lpez-Valcarce, Taneli Riihonen, Stefan Werner, Risto Wichman |
| 2013 | ICASSP | Adaptive frequency estimation of three-phase power systems with noisy measurements. | Reza Arablouei, Stefan Werner, Kutluyil Dogancay |
| 2013 | ICASSP | Diffusion-based distributed adaptive estimation utilizing gradient-descent total least-squares. | Reza Arablouei, Stefan Werner, Kutluyil Dogancay |
| 2013 | ICASSP | Distributed demand-side optimization with load uncertainty. | Jarmo Lundn, Stefan Werner, Visa Koivunen |
| 2013 | ICASSP | Distributed cooperative spectrum sensingwith double-topology. | Francisco C. Ribeiro Jr., Marcello L. R. de Campos, Stefan Werner |
| 2013 | SAC | Eliminating the XML overhead in embedded XML languages. | Sven Groppe, Bjrn Schtt, Stefan Werner |
| 2012 | ACSSC | Constrained least-squares estimation and compensation of phase noise in OFDM radio link. | Pramod Mathecken, Taneli Riihonen, Stefan Werner, Risto Wichman |
| 2012 | ICASSP | Distributed cooperative spectrum sensing with adaptive combining. | Francisco C. Ribeiro Jr., Marcello L. R. de Campos, Stefan Werner |
| 2012 | ICASSP | Intonational speaker verification: A study on parameters and performance under noisy conditions. | Sadjad Siddiq, Tomi Kinnunen, Martti Vainio, Stefan Werner |
| 2012 | PIMRC | Average capacity of Rayleigh-fading OFDM link with wiener phase noise and frequency offset. | Pramod Mathecken, Taneli Riihonen, Stefan Werner, Risto Wichman |
| 2011 | ACSSC | Accurate characterization and compensation of phase noise in OFDM receiver. | Pramod Mathecken, Taneli Riihonen, Stefan Werner, Risto Wichman |
| 2011 | ACSSC | Transmit power optimization for multiantenna decode-and-forward relays with loopback self-interference from full-duplex operation. | Taneli Riihonen, Stefan Werner, Risto Wichman |
| 2011 | ACSSC | Time- and coefficient- selective diffusion strategies for distributed parameter estimation. | Stefan Werner, Yih-Fang Huang |
| 2011 | CISS | Optimal eigenbeamforming for suppressing self-interference in full-duplex MIMO relays. | Taneli Riihonen, Arun Balakrishnan, Katsuyuki Haneda, Shurjeel Wyne, Stefan Werner, Risto Wichman |
| 2011 | CISS | Prediction based resource allocation in OFDMA. | Jorge F. Schmidt, Juan E. Cousseau, Risto Wichman, Stefan Werner |
| 2011 | DCOSS | Analysis and comparison of concurrency control protocols for wireless sensor networks. | Christoph Reinke, Nils Hoeller, Stefan Werner, Sven Groppe, Volker Linnemann |
| 2011 | HCI | Cross-Cultural Design of a Groupware Application for Global Virtual Team. | Rein Suadamara, Stefan Werner, Axel Hunger |
| 2011 | ISCAS | Compensation of IQ imbalance and transmitter nonlinearities in broadband MIMO-OFDM. | Fernando H. Gregorio, Juan E. Cousseau, Stefan Werner, Taneli Riihonen, Risto Wichman |
| 2011 | PDCAT | Adaptive Service Migration in Wireless Sensor Networks. | Stefan Werner, Christoph Reinke, Sven Groppe, Volker Linnemann |
| 2010 | PIMRC | Spectral characteristics of a piecewise linear function in modeling power amplifier type nonlinearities. | Mei Yen Cheong, Stefan Werner, Juan E. Cousseau, Risto Wichman |
| 2010 | PIMRC | Rate-interference trade-off between duplex modes in decode-and-forward relaying. | Taneli Riihonen, Stefan Werner, Risto Wichman |
| 2010 | WCNC | Sequential Compensation of RF Impairments in OFDM Systems. | Fernando H. Gregorio, Juan E. Cousseau, Stefan Werner, Risto Wichman, Taneli Riihonen |
| 2010 | WCNC | BEP Analysis of OFDM Relay Links with Nonlinear Power Amplifiers. | Taneli Riihonen, Stefan Werner, Fernando H. Gregorio, Risto Wichman, Jyri Hmlinen |
| 2009 | GLOBECOM | Capacity Evaluation of DF Protocols for OFDMA Infrastructure Relay Links. | Taneli Riihonen, Risto Wichman, Stefan Werner |
| 2009 | ICASSP | Distributed parameter estimation with selective cooperation. | Stefan Werner, Yih-Fang Huang, Marcello L. R. de Campos, Visa Koivunen |
| 2009 | Interspeech | Vowel category perception affected by microdurational variations. | Einar Meister, Stefan Werner |
| 2009 | PIMRC | SINR analysis of full-duplex OFDM repeaters. | Taneli Riihonen, Katsuyuki Haneda, Stefan Werner, Risto Wichman |
| 2009 | WCNC | Nonlinear amplifier distortion in cooperative amplify-and-forward OFDM systems. | Victor del Razo, Taneli Riihonen, Fernando H. Gregorio, Stefan Werner, Risto Wichman |
| 2009 | WCNC | Comparison of full-duplex and half-duplex modes with a fixed amplify-and-forward relay. | Taneli Riihonen, Stefan Werner, Risto Wichman |
| 2009 | WCNC | Outage probabilities in infrastructure-based single-frequency relay links. | Taneli Riihonen, Stefan Werner, Risto Wichman, Jyri Hmlinen |
| 2008 | ACSSC | Design of co-phasing allpass filters for full-duplex OFDM relays. | Taneli Riihonen, Stefan Werner, Juan E. Cousseau, Risto Wichman |
| 2008 | ICASSP | Decentralized set-membership adaptive estimation for clustered sensor networks. | Stefan Werner, Mobien Mohammed, Yih-Fang Huang, Visa Koivunen |
| 2007 | VTC | Split Predistortion Approach for Reduced Complexity Terminal in OFDM Systems. | Fernando H. Gregorio, Stefan Werner, Risto Wichman, Juan E. Cousseau |
| 2006 | ICASSP | Partial Update Adaptive Transmit Beamforming with Limited Feedback. | Eduardo Zacaras B., Stefan Werner, Risto Wichman |
| 2006 | ICASSP | Solution to the Weight Extraction Problem in Fast QR-Decomposition RLS Algorithms. | Mobien Shoaib, Stefan Werner, Jos Antonio Apolinrio, Timo I. Laakso |
| 2006 | ICASSP | Combined Frequency and Time Domain Channel Estimation in Mobile MIMO-OFDM Systems. | Stefan Werner, Mihai Enescu, Visa Koivunen |
| 2006 | Interspeech | Word order and tonal shape in the production of focus in short Finnish utterances. | Martti Vainio, Juhani Jrvikivi, Stefan Werner |
| 2006 | ISCAS | Set-membership affine projection algorithm for echo cancellation. | Paulo S. R. Diniz, Rozalvo P. Braga, Stefan Werner |
| 2006 | ISCAS | Equivalent output-filtering using fast QRD-RLS algorithm for burst-type training applications. | Mobien Shoaib, Stefan Werner, J. A. Apolinrio Jr., Timo I. Laakso |
| 2006 | ISCAS | Set-membership affine projection algorithm with variable data-reuse factor. | Stefan Werner, Paulo S. R. Diniz, Jose E. W. Moreira |
| 2006 | PIMRC | Enhanced Partial Update Beamforming for Closed Loop MIMO Systems. | Eduardo Zacaras B., Stefan Werner, Risto Wichman |
| 2006 | PIMRC | Iterative Channel Estimation for Multiuser OFDM Systems in the Presence of Power Amplifier Nonlinearities. | Fernando H. Gregorio, Stefan Werner, Juan E. Cousseau, Timo I. Laakso |
| 2004 | ICALT | A Generic Framework for an Interface Tutor Agent within a Virtual Collaborative Learning Environment. | Bogdan-Florin Marin, Axel Hunger, Stefan Werner, Sorin Meila, Christian Schuetz |
| 2004 | SMC | An intelligent tutor-agent to support collaborative learning within a virtual environment. | Bogdan-Florin Marin, Axel Hunger, Stefan Werner, Sorin Meila, Christian Schuetz |
| 2003 | GLOBECOM | On an efficient implementation of the multistage Wiener filter through Householder reflections for DS-CDMA interference suppression. | Marcello L. R. de Campos, Stefan Werner, J. A. Apolinrio Jr. |
| 2002 | ICASSP | Partial-update NLMS algorithms with data-selective updating. | Stefan Werner, Marcello L. R. de Campos, Paulo S. R. Diniz |
| 2001 | ICASSP | The data-selective constrained affine-projection algorithm. | Stefan Werner, Jos Antonio Apolinrio, Marcello L. R. de Campos |
| 2000 | Interspeech | Measuring the importance of morphological information for finnish speech synthesis. | Martti Vainio, Toomas Altosaar, Stefan Werner |
| 1999 | ICASSP | Householder-transform constrained LMS algorithms with reduced-rank updating. | Marcello L. R. de Campos, Stefan Werner, J. A. Apolinrio Jr. |
| 1998 | ICASSP | Pipelined implementation of adaptive multiple-antenna CDMA mobile receivers. | Ramin Baghaie, Stefan Werner, Timo I. Laakso |