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Stochastic Deep Networks with Linear Competing Units for Model-Agnostic Meta-Learning


Aug 02, 2022
Konstantinos Kalais, Sotirios Chatzis

* PMLR 162:10586-10597, 2022 
* Proc. ICML 2022 

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Rethinking Bayesian Learning for Data Analysis: The Art of Prior and Inference in Sparsity-Aware Modeling


May 28, 2022
Lei Cheng, Feng Yin, Sergios Theodoridis, Sotirios Chatzis, Tsung-Hui Chang

* 64 pages, 16 figures, 6 tables, 98 references, submitted to IEEE Signal Processing Magazine 

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Competing Mutual Information Constraints with Stochastic Competition-based Activations for Learning Diversified Representations


Jan 10, 2022
Konstantinos P. Panousis, Anastasios Antoniadis, Sotirios Chatzis

* Accepted AAAI-22 

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Stochastic Local Winner-Takes-All Networks Enable Profound Adversarial Robustness


Dec 05, 2021
Konstantinos P. Panousis, Sotirios Chatzis, Sergios Theodoridis

* Bayesian Deep Learning Workshop, NeurIPS 2021 

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Stochastic Transformer Networks with Linear Competing Units: Application to end-to-end SL Translation


Oct 01, 2021
Andreas Voskou, Konstantinos P. Panousis, Dimitrios Kosmopoulos, Dimitris N. Metaxas, Sotirios Chatzis

* In Proceedings of ICCV 2021 

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Dialog speech sentiment classification for imbalanced datasets


Sep 15, 2021
Sergis Nicolaou, Lambros Mavrides, Georgina Tryfou, Kyriakos Tolias, Konstantinos Panousis, Sotirios Chatzis, Sergios Theodoridis

* To be published in SPECOM & ICR 2021 Electronic Proceedings by the Springer Nature 

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Variational Bayesian Sequence-to-Sequence Networks for Memory-Efficient Sign Language Translation


Feb 11, 2021
Harris Partaourides, Andreas Voskou, Dimitrios Kosmopoulos, Sotirios Chatzis, Dimitris N. Metaxas


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Local Competition and Stochasticity for Adversarial Robustness in Deep Learning


Jan 04, 2021
Konstantinos P. Panousis, Sotirios Chatzis, Antonios Alexos, Sergios Theodoridis

* Under Review AISTATS 2021. arXiv admin note: substantial text overlap with arXiv:2006.10620 

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Local Competition and Uncertainty for Adversarial Robustness in Deep Learning


Jun 18, 2020
Antonios Alexos, Konstantinos P. Panousis, Sotirios Chatzis

* under review 

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Variational Conditional-Dependence Hidden Markov Models for Human Action Recognition


Feb 13, 2020
Konstantinos P. Panousis, Sotirios Chatzis, Sergios Theodoridis

* Under review ICML 2020 

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