| 2025 | Interspeech | AxLSTMs: learning self-supervised audio representations with xLSTMs. | Sarthak Yadav, Sergios Theodoridis, Zheng-Hua Tan |
| 2024 | ICASSP | Towards Efficient Modeling and Inference in Multi-Dimensional Gaussian Process State-Space Models. | Zhidi Lin, Juan Maroas, Ying Li, Feng Yin, Sergios Theodoridis |
| 2024 | ICASSP | Cooperative Sensing Via Matrix Factorization of the Partially Received Sample Covariance Matrix. | Rui Zhou, Wenqiang Pu, Licheng Zhao, Ming-Yi You, Qingjiang Shi, Sergios Theodoridis |
| 2024 | ICLR | Masked Autoencoders with Multi-Window Local-Global Attention Are Better Audio Learners. | Sarthak Yadav, Sergios Theodoridis, Lars Kai Hansen, Zheng-Hua Tan |
| 2023 | ICASSP | Overcoming Posterior Collapse in Variational Autoencoders Via EM-Type Training. | Ying Li, Lei Cheng, Feng Yin, Michael Minyi Zhang, Sergios Theodoridis |
| 2023 | ICASSP | Interpretable Nonnegative Incoherent Deep Dictionary Learning for FMRI Data Analysis. | Manuel Morante, Jan stergaard, Sergios Theodoridis |
| 2022 | ICASSP | A Stimuli-Relevant Directed Dependency Index for Time Series. | Payam Shahsavari Baboukani, Sergios Theodoridis, Jan stergaard |
| 2021 | AISTATS | Local Competition and Stochasticity for Adversarial Robustness in Deep Learning. | Konstantinos P. Panousis, Sotirios Chatzis, Antonios Alexos, Sergios Theodoridis |
| 2021 | ISVC | Variational Conditional Dependence Hidden Markov Models for Skeleton-Based Action Recognition. | Konstantinos P. Panousis, Soritios Chatzis, Sergios Theodoridis |
| 2020 | UAI | An Interpretable and Sample Efficient Deep Kernel for Gaussian Process. | Yijue Dai, Tianjian Zhang, Zhidi Lin, Feng Yin, Sergios Theodoridis, Shuguang Cui |
| 2019 | ICML | Nonparametric Bayesian Deep Networks with Local Competition. | Konstantinos P. Panousis, Sotirios Chatzis, Sergios Theodoridis |
| 2019 | ICONIP | Unsupervised Pre-training of the Brain Connectivity Dynamic Using Residual D-Net. | Youngjoo Seo, Manuel Morante, Yannis Kopsinis, Sergios Theodoridis |
| 2018 | FUSION | Sparse Structure Enabled Grid Spectral Mixture Kernel for Temporal Gaussian Process Regression. | Feng Yin, Xinwei He, Lishuo Pan, Tianshi Chen, Zhi-Quan Tom Luo, Sergios Theodoridis |
| 2017 | ICASSP | Assisted dictionary learning for FMRI data analysis. | Manuel Morante Moreno, Yannis Kopsinis, Eleftherios Kofidis, Christos Chatzichristos, Sergios Theodoridis |
| 2015 | ICASSP | An online algorithm for distributed dictionary learning. | Symeon Chouvardas, Yannis Kopsinis, Sergios Theodoridis |
| 2015 | ICASSP | Distributed robust labeling of audio sources in heterogeneous wireless sensor networks. | Symeon Chouvardas, Michael Muma, Khadidja Hamaidi, Sergios Theodoridis, Abdelhak M. Zoubir |
| 2015 | ICASSP | Iterative randomized robust linear regression. | Yannis Kopsinis, Symeon Chouvardas, Sergios Theodoridis |
| 2015 | ICASSP | Pattern classification formulated as a missing data task: The audio genre classification case. | Aggelos Pikrakis, Yannis Kopsinis, Symeon Chouvardas, Sergios Theodoridis |
| 2014 | ICASSP | An Adaptive Projected Subgradient based algorithm for robust subspace tracking. | Symeon Chouvardas, Yannis Kopsinis, Sergios Theodoridis |
| 2013 | ICASSP | A greedy sparsity-promoting LMS for distributed adaptive learning in diffusion networks. | Symeon Chouvardas, Gerasimos Mileounis, Nicholas Kalouptsidis, Sergios Theodoridis |
| 2013 | ISCAS | Thresholding-based online algorithms of complexity comparable to sparse LMS methods. | Yannis Kopsinis, Konstantinos Slavakis, Sergios Theodoridis, Stephen McLaughlin |
| 2012 | ICASSP | Generalized thresholding sparsity-aware algorithm for low complexity online learning. | Yannis Kopsinis, Konstantinos Slavakis, Sergios Theodoridis, Steve McLaughlin |
| 2011 | ICASSP | Trading off communications bandwidth with accuracy in adaptive diffusion networks. | Symeon Chouvardas, Konstantinos Slavakis, Sergios Theodoridis |
| 2011 | ICASSP | Revisiting adaptive least-squares estimation and application to online sparse signal recovery. | Konstantinos Slavakis, Yannis Kopsinis, Sergios Theodoridis |
| 2010 | ICANN | The Complex Gaussian Kernel LMS Algorithm. | Pantelis Bouboulis, Sergios Theodoridis |
| 2010 | ICANN | Shape-Based Tumor Retrieval in Mammograms Using Relevance-Feedback Techniques. | Stylianos D. Tzikopoulos, Harris V. Georgiou, Michael E. Mavroforakis, Sergios Theodoridis |
| 2010 | ICASSP | Adaptive algorithm for sparse system identification using projections onto weighted | Konstantinos Slavakis, Yannis Kopsinis, Sergios Theodoridis |
| 2010 | ICPR | Edge Preserving Image Denoising in Reproducing Kernel Hilbert Spaces. | Pantelis Bouboulis, Sergios Theodoridis, Konstantinos Slavakis |
| 2010 | ICPR | A Multimodal Approach to Violence Detection in Video Sharing Sites. | Theodoros Giannakopoulos, Aggelos Pikrakis, Sergios Theodoridis |
| 2009 | ICASSP | A dimensional approach to emotion recognition of speech from movies. | Theodoros Giannakopoulos, Aggelos Pikrakis, Sergios Theodoridis |
| 2009 | ICASSP | Affinely constrained online learning and its application to beamforming. | Konstantinos Slavakis, Sergios Theodoridis |
| 2008 | ICASSP | Gunshot detection in audio streams from movies by means of dynamic programming and Bayesian networks. | Aggelos Pikrakis, Theodoros Giannakopoulos, Sergios Theodoridis |
| 2008 | ICPR | A novel efficient approach for audio segmentation. | Theodoros Giannakopoulos, Aggelos Pikrakis, Sergios Theodoridis |
| 2008 | ISCAS | Sliding window online Kernel-based classification by projection mappings. | Konstantinos Slavakis, Sergios Theodoridis |
| 2008 | MMSP | Music tracking in audio streams from movies. | Theodoros Giannakopoulos, Aggelos Pikrakis, Sergios Theodoridis |
| 2007 | ACIVS | Adaptive Image Content-Based Exposure Control for Scanning Applications in Radiography. | Helene Schulerud, Jens T. Thielemann, Trine Kirkhus, Kristin Kaspersen, Joar M. stby, Marinos G. Metaxas, Gary J. Royle, Jennifer Griffiths, Emily Cook, Colin Esbrand, Silvia Pani, Cristian Venanzi, Paul F. van der Stelt, Gang Li, Renato Turchetta, Andrea Fant, Sergios Theodoridis, Harris V. Georgiou, Geoff Hall, Matthew Noy, John Jones, James Leaver, Frixos Triantis, Asimakis Asimidis, Nikos Manthos, Renata Longo, Anna Bergamaschi, Robert D. Speller |
| 2007 | HCI | A Bayesian Network Approach to Semantic Labelling of Text Formatting in XML Corpora of Documents. | Florendia Fourli-Kartsouni, Konstantinos Slavakis, Georgios Kouroupetroglou, Sergios Theodoridis |
| 2007 | ICASSP | Locating Rhythmic Patterns in Music Recordings using Hidden Markov Models. | Iasonas Antonopoulos, Aggelos Pikrakis, Sergios Theodoridis |
| 2007 | ICASSP | Online Kernel-Based Classification by Projections. | Konstantinos Slavakis, Sergios Theodoridis, Isao Yamada |
| 2007 | ICIP | Hierarchical Feature Fusion for Visual Tracking. | Alexandros Makris, Dimitrios I. Kosmopoulos, Stavros J. Perantonis, Sergios Theodoridis |
| 2007 | ISCAS | Training-Based Estimation of Correlated MIMO Fading Channels in the Presence of Colored Interference. | Dimitrios Katselis, Eleftherios Kofidis, Sergios Theodoridis |
| 2007 | MMSP | A Multi-Class Audio Classification Method With Respect To Violent Content In Movies Using Bayesian Networks. | Theodoros Giannakopoulos, Aggelos Pikrakis, Sergios Theodoridis |
| 2006 | ICANN | A Game-Theoretic Approach to Weighted Majority Voting for Combining SVM Classifiers. | Harris V. Georgiou, Michael E. Mavroforakis, Sergios Theodoridis |
| 2006 | ICASSP | A Speech/Music Discriminator for Radio Recordings Using Bayesian Networks. | Theodoros Giannakopoulos, Aggelos Pikrakis, Sergios Theodoridis |
| 2006 | ICPR | A novel SVM Geometric Algorithm based on Reduced Convex Hulls. | Michael E. Mavroforakis, Margaritis Sdralis, Sergios Theodoridis |
| 2000 | ICPR | An Optical Music Recognition System for the Notation of the Orthodox Hellenic Byzantine Music. | Velissarios G. Gezerlis, Sergios Theodoridis |
| 1997 | ICASSP | Fast sliding transforms in transform-domain adaptive filtering. | Annamria R. Vrkonyi-Kczy, Sergios Theodoridis |
| 1995 | ICASSP | An efficient block Newton-type algorithm. | Kostas Berberidis, Sergios Theodoridis |
| 1995 | ICASSP | New fast inverse QR least squares adaptive algorithms. | Athanasios A. Rontogiannis, Sergios Theodoridis |
| 1992 | ICASSP | Complexity reduction in fast RLS transversal adaptive filters with application to acoustic echo cancellation. | Thieny Petillon, Andr Gilloire, Sergios Theodoridis |
| 1991 | ICASSP | Efficient Levinson type algorithm for block ρ-Toeplitz systems. | A. Liavas, Sergios Theodoridis |
| 1989 | ICASSP | A novel structure for adaptive LS FIR filtering based on QR decomposition. | Angelos P. Varvitsiotis, Sergios Theodoridis, George V. Moustakides |
| 1988 | ICASSP | Highly parallel algorithms for LS FIR smoothing and MEM spectral analysis. | Sergios Theodoridis, Nicholas Kalouptsidis, Dimitri Bakirtzis |
| 1987 | ICASSP | LS FIR Smoothers and application to interference rejection in PN spread spectrum systems. | Sergios Theodoridis, Nicholas Kalouptsidis, John G. Proakis |