Autori: Kar Soummya
| Naslov | Distributed Gradient Methods Under Heavy-Tailed Communication Noise (Article) |
| Autori | Vukovic Manojlo Jakovetic Dusan Bajovic Dragana Kar Soummya |
| Info | IEEE TRANSACTIONS ON CONTROL OF NETWORK SYSTEMS, (2026), vol. 13 br. 2, str. 761-772 |
| Projekat | Science Fund of the Republic of Serbia through Project LASCADO [7359]; Ministry of Science, Technological Development and Innovation [451-03-137/2025-03/200156]; Faculty of Technical Sciences, University of Novi Sad, through project "Scientific and Artistic Research Work of Researchers in Teaching and Associate Positions at the Faculty of Technical Sciences, University of Novi Sad 2025" [01-50/295]; Ministry of Science, Technological Development and Innovation of the Republic of Serbia [451-03-137/2025-03/200125, 451-03-136/2025-03/200125]; Provincial Secretariat for Higher Education and Scientific Research [142-451-2593/2021-01/2]; National Science Foundation [ECCS 2330196] |
| Ispravka | ISI/Web of Science Članak Elečas Rang časopisa Citati: |
| Naslov | Smoothed Gradient Clipping and Error Feedback for Decentralized Optimization Under Symmetric Heavy-Tailed Noise (Article) |
| Autori | Yu Shuhua Jakovetic Dusan Kar Soummya |
| Info | SIAM JOURNAL ON OPTIMIZATION, (2026), vol. 36 br. 2, str. 703-728 |
| Projekat | NSF [ECCS 2330196]; Ministry of Science, Technological Development and Innovation, Republic of Serbia; Science Fund of Republic of Serbia [7359]; Provincial Secretariat for Higher Education and Scientific Research [142-451-2593/2021-01/2] |
| Ispravka | ISI/Web of Science Članak Elečas Rang časopisa |
| Naslov | Large Deviation Upper Bounds and Improved Mse Rates of Nonlinear Sgd: Heavy-Tailed Noise and Power of Symmetry (Article) |
| Autori | Armacki Aleksandar Yu Shuhua Bajovic Dragana Jakovetic Dusan Kar Soummya |
| Info | SIAM JOURNAL ON OPTIMIZATION, (2026), vol. 36 br. 1, str. 32-59 |
| Projekat | National Science Foundation [ECCS 2330196]; Ministry of Science, Technological Development, and Innovation [451-03-65/2024-03/200156]; Faculty of Technical Sciences, University of Novi Sad [01-3394/1]; Ministry of Science, Technological Development, and Innovation of the Republic of Serbia [451-03-137/2025-03/200125, 451-03-136/2025-03/200125]; Science Fund of Republic of Serbia, project "LASCADO" [7359]; Provincial Secretariat for Higher Education and Scientific Research [142-451-2593/2021-01/2] |
| Ispravka | ISI/Web of Science Članak Elečas Rang časopisa |
| Naslov | High-probability Convergence Bounds for Online Nonlinear Stochastic Gradient Descent under Heavy-tailed Noise (Proceedings Paper) |
| Autori | Armacki Aleksandar Yu Shuhua Sharma Pranay Joshi Gauri Bajovic Dragana Jakovetic Dusan Kar Soummya |
| Info | INTERNATIONAL CONFERENCE ON ARTIFICIAL INTELLIGENCE AND STATISTICS, (2025), vol. 258 br. , str. - |
| Projekat | NSF [CCF 2045694, CNS-2112471, CPS-2111751, SHF-2107024, ECCS-2330196]; ONR [N00014-23-1-2149]; Ministry of Science, Technological Development and Innovation [451-03-65/2024-03/200156]; Faculty of Technical Sciences, University of Novi Sad [01-3394/1]; European Union's Horizon Europe program [101093006, 101135775, 101135916]; Science Fund of Republic of Serbia, project "LASCADO" [7359]; Provincial Secretariat for Higher Education and Scientific Research [142-451-2593/2021-01/2] |
| Ispravka | ISI/Web of Science |
| Naslov | Distributed Center-Based Clustering: A Unified Framework (Article) |
| Autori | Armacki Aleksandar Bajovic Dragana Jakovetic Dusan Kar Soummya |
| Info | IEEE TRANSACTIONS ON SIGNAL PROCESSING, (2025), vol. 73 br. , str. 903-918 |
| Projekat | National Science Foundation [ECCS 2330195]; Ministry of Science, Technological Development and Innovation [451-03-65/2024-03/200156]; Faculty of Technical Sciences, University of Novi Sad [01-3394/1]; Serbian Ministry of Science, Technological development and Innovation [337-00-3/2024-05/16]; Science Fund of Republic of Serbia, project "LASCADO" [7359]; Provincial Secretariat for Higher Education and Scientific Research, [142-451-2593/2021-01/2]; European Union [101093006] |
| Ispravka | ISI/Web of Science Članak Elečas Rang časopisa |
| Naslov | Distributed Gradient Clustering: Convergence and the Effect of Initialization (Proceedings Paper) |
| Autori | Armacki Aleksandar Sharma Himkant Bajovic Dragana Jakovetic Dusan Chakraborty Mrityunjoy Kar Soummya |
| Info | 2024 58TH ASILOMAR CONFERENCE ON SIGNALS, SYSTEMS, AND COMPUTERS, (2024), vol. br. , str. 1461-1465 |
| Projekat | National Science Foundation [ECCS 2330196]; SPARC grant from the MHRD, Govt. of India; Ministry of Science, Technological Development and Innovation [451-03-65/2024-03/200156]; Faculty of Technical Sciences, University of Novi Sad [01-3394/1]; Serbian Ministry of Science, Technological development and Innovation, within the bilateral project Serbia-Slovakia [337-00-3/2024-05/16]; Science Fund of Republic of Serbia, project "LASCADO" [7359]; Provincial Secretariat for Higher Education and Scientific Research [142-451-2593/2021-01/2]; European Union's Horizon Europe program [101093006] |
| Ispravka | ISI/Web of Science Članak |
| Naslov | Nonlinear Consensus Plus Innovations Under Correlated Heavy-Tailed Noises: Mean Square Convergence Rate and Asymptotics (Article) |
| Autori | Vukovic Manojlo Jakovetic Dusan Bajovic Dragana Kar Soummya |
| Info | SIAM JOURNAL ON CONTROL AND OPTIMIZATION, (2024), vol. 62 br. 1, str. 376-399 |
| Projekat | Ministry of Education, Science and Technological Development, Republic of Serbia; European Union [957337]; Provincial Secretariat for Higher Education and Scientific Research [142-451-2593/2021-01/2] |
| Ispravka | ISI/Web of Science Članak Elečas Rang časopisa |
| Naslov | A One-Shot Framework for Distributed Clustered Learning in Heterogeneous Environments (Article) |
| Autori | Armacki Aleksandar Bajovic Dragana Jakovetic Dusan Kar Soummya |
| Info | IEEE TRANSACTIONS ON SIGNAL PROCESSING, (2024), vol. 72 br. , str. 636-651 |
| Projekat | Office of Naval Research |
| Ispravka | ISI/Web of Science Članak Elečas Rang časopisa |
| Naslov | Large deviations rates for stochastic gradient descent with strongly convex functions (Proceedings Paper) |
| Autori | Bajovic Dragana Jakovetic Dusan Kar Soummya |
| Info | INTERNATIONAL CONFERENCE ON ARTIFICIAL INTELLIGENCE AND STATISTICS, VOL 206, (2023), vol. 206 br. , str. - |
| Projekat | European Union [957337]; Serbian Ministry of Education, Science and Technological Development; Office of Naval Research [N00014-21-1-2547] |
| Ispravka | ISI/Web of Science |
| Naslov | Large Deviations for Products of Non-Identically Distributed Network Matrices With Applications to Communication-Efficient Distributed Learning and Inference (Article) |
| Autori | Petrovic Nemanja Bajovic Dragana Kar Soummya Jakovetic Dusan Sahu Anit Kumar |
| Info | IEEE TRANSACTIONS ON SIGNAL PROCESSING, (2023), vol. 71 br. , str. 1319-1333 |
| Projekat | European Union [957337] |
| Ispravka | ISI/Web of Science Članak Elečas Rang časopisa |
