Published in arXiv preprint, 2024
Recommended citation: Armacki, A., Bajović, D., Jakovetić, D., & Kar, S. (2024). A Unified Framework for Gradient-based Clustering of Distributed Data. arxiv preprint, arxiv:2402.01302 https://arxiv.org/abs/2402.01302
Published in IEEE Transactions on Signal Processing, 2024
Recommended citation: Armacki, A., Bajović, D., Jakovetić, D., & Kar, S. "A One-Shot Framework for Distributed Clustered Learning in Heterogeneous Environments," in IEEE Transactions on Signal Processing, vol. 72, pp. 636-651, 2024, doi: 10.1109/TSP.2023.3343561. https://ieeexplore.ieee.org/abstract/document/10373766
Published in arXiv preprint, 2023
Recommended citation: Armacki, A., Sharma, P., Joshi, G., Bajović, D., Jakovetić, D., & Kar, S. (2023). High-probability Convergence Bounds for Nonlinear Stochastic Gradient Descent Under Heavy-tailed Noise. arxiv preprint, arxiv:2310.18784. https://arxiv.org/abs/2310.18784
Published in EUSIPCO 2023 31st European Signal Processing Conference, 2023
Recommended citation: Armacki, A., Milošević, N., Bajović, D., Kar, S., Jakovetić, D., Bakhtiarnia, A., Esterle, L., Muscat, A., & Festi, T. (2023). Communication Efficient Model-aware Federated Learning for Visual Crowd Counting and Density Estimation in Smart Cities. EUSIPCO 2023 31st European Signal Processing Conference, Helsinki, Finland. https://eurasip.org/Proceedings/Eusipco/Eusipco2023/pdfs/0000875.pdf
Published in 2022 IEEE International Smart Cities Conference (ISC2) , 2022
Recommended citation: A. Armacki, D. Bajović, D. Jakovetić and S. Kar, "Personalized Federated Learning via Convex Clustering," 2022 IEEE International Smart Cities Conference (ISC2), Pafos, Cyprus, 2022, pp. 1-7, doi: 10.1109/ISC255366.2022.9921863. https://ieeexplore.ieee.org/abstract/document/9921863
Published in Proceedings of the 39th International Conference on Machine Learning, PMLR 162:929-947, 2022
Recommended citation: Armacki, A., Bajović, D., Jakovetić, D. & Kar, S. (2022). Gradient Based Clustering. Proceedings of the 39th International Conference on Machine Learning, in Proceedings of Machine Learning Research 162:929-947. https://proceedings.mlr.press/v162/armacki22a.html
Published in IEEE EUROCON 2019-18th International Conference on Smart Technologies, 2019
Recommended citation: A. Armacki, D. Jakovetić, N. Krejić and N. K. Jerinkić, "Distributed Trust-Region Method With First Order Models," IEEE EUROCON 2019 -18th International Conference on Smart Technologies, Novi Sad, Serbia, 2019, pp. 1-6, doi: 10.1109/EUROCON.2019.8861739. https://ieeexplore.ieee.org/abstract/document/8861739