Autori: Kar Soummya
| 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 |
| Naslov | Distributed Recursive Estimation Under Heavy-Tail Communication Noise* (Article) |
| Autori | Jakovetic Dusan Vukovic Manojlo Bajovic Dragana Sahu Anit Kumar Kar Soummya |
| Info | SIAM JOURNAL ON CONTROL AND OPTIMIZATION, (2023), vol. 61 br. 3, str. 1582-1609 |
| Projekat | European Union [957337, 871518]; Serbian Ministry of Education, Science and Technological Development |
| Ispravka | ISI/Web of Science Članak Elečas Rang časopisa |
