An Efficient Framework for Clustered Federated Learning A Ghosh, J Chung, D Yin, K Ramchandran Neural Information Processing Systems (NeurIPS), 2020 (short version in ICML …, 2020 | 724 | 2020 |
Robust Federated Learning in a Heterogeneous Environment A Ghosh, J Hong, D Yin, K Ramchandran ICML 2019 workshop on Privacy and Security, 1-30, 2019 | 247 | 2019 |
An efficient framework for clustered federated learning A Ghosh, J Chung, D Yin, K Ramchandran IEEE Transactions on Information Theory 68 (12), 8076-8091, 2022 | 90 | 2022 |
Misspecified Linear Bandits A Ghosh, S Ray Chowdhury, A Gopalan Thirty-First AAAI Conference on Artificial Intelligence, 2017 | 68 | 2017 |
Problem-Complexity Adaptive Model Selection for Stochastic Linear Bandits A Ghosh, A Sankararaman, K Ramchandran International Conference on Artificial Intelligence and Statistics (AISTATS …, 2021 | 35 | 2021 |
Distributed Newton Can Communicate Less and Resist Byzantine Workers A Ghosh, RK Maity, A Mazumdar Neural Information Processing Systems (NeurIPS), 2020 (short version in ICML …, 2020 | 34 | 2020 |
Max-Affine Regression: Provable, Tractable, and Near-Optimal Statistical Estimation A Ghosh, A Pananjady, A Guntuboyina, K Ramchandran IEEE Transactions on Information Theory; Preprint: http://arxiv.org/abs/1906 …, 2019 | 31 | 2019 |
Multi-robot cooperative box-pushing problem using multi-objective particle swarm optimization Technique A Ghosh, A Ghosh, A Konar, R Janarthanan Information and Communication Technologies (WICT), 2012 World Congress on …, 2012 | 28 | 2012 |
Alternating Minimization Converges Super-linearly for Mixed Linear Regression A Ghosh, K Ramchandran International Conference on Artificial Intelligence and Statistics (AISTATS …, 2020 | 27 | 2020 |
Communication Efficient Distributed Approximate Newton Method A Ghosh, RK Maity, A Mazumdar, K Ramchandran IEEE International Symposium on Information Theory (ISIT), 2020, 2020 | 25 | 2020 |
Communication-efficient and byzantine-robust distributed learning with error feedback A Ghosh, RK Maity, S Kadhe, A Mazumdar, K Ramchandran IEEE Journal on Selected Areas in Information Theory 2 (3), 942-953, 2021 | 23 | 2021 |
A novel genetic algorithm to solve travelling salesman problem and blocking flow shop scheduling problem A Chowdhury, A Ghosh, S Sinha, S Das, A Ghosh International Journal of Bio-Inspired Computation 5 (5), 303-314, 2013 | 23 | 2013 |
Max-affine regression: Parameter estimation for Gaussian designs A Ghosh, A Pananjady, A Guntuboyina, K Ramchandran IEEE Transactions on Information Theory 68 (3), 1851-1885, 2021 | 22 | 2021 |
Communication-efficient and byzantine-robust distributed learning A Ghosh, RK Maity, S Kadhe, A Mazumdar, K Ramchandran Preprint: https://arxiv.org/pdf/1911.09721.pdf (short version in 2020 ITA), 2021 | 21 | 2021 |
Communication Efficient and Byzantine Tolerant Distributed Learning A Ghosh, RK Maity, S Kadhe, A Mazumdar, K Ramchandran IEEE International Symposium on Information Theory (ISIT), 2020, 2020 | 15 | 2020 |
On learning mixture of linear regressions in the non-realizable setting A Ghosh, A Mazumdar, S Pal, R Sen International Conference on Machine Learning, 17202-17220, 2022 | 13 | 2022 |
LocalNewton: Reducing Communication Bottleneck for Distributed Learning V Gupta, A Ghosh, M Derezinski, R Khanna, K Ramchandran, M Mahoney Preprint: https://arxiv.org/pdf/2105.07320.pdf, 2021 | 11 | 2021 |
Collaborative Learning and Personalization in Multi-Agent Stochastic Linear Bandits A Ghosh, A Sankararaman, K Ramchandran European Conference on Machine Learning (ECML-PKDD 2022), arXiv Preprint …, 2022 | 10 | 2022 |
Impromptu Deployment of Wireless Relay Networks: Experiences Along a Forest Trail A Chattopadhyay, A Ghosh, AS Rao, B Dwivedi, SVR Anand, ... Mobile Ad Hoc and Sensor Systems (MASS), 2014, arXiv preprint arXiv:1409 …, 2014 | 9 | 2014 |
LocalNewton: Reducing communication rounds for distributed learning V Gupta, A Ghosh, M Dereziński, R Khanna, K Ramchandran, ... Uncertainty in artificial intelligence, 632-642, 2021 | 8 | 2021 |