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cs.LG2025
Overcoming Challenges of Partial Client Participation in Federated Learning : A Comprehensive Review
Mrinmay Sen, Shruti Aparna, Rohit Agarwal +1
Federated Learning (FL) is a learning mechanism that falls under the distributed training umbrella, which collaboratively trains a shared global model without disclosing the raw da…
cs.LG2025
Accelerated Training of Federated Learning via Second-Order Methods
Mrinmay Sen, Sidhant R Nair, C Krishna Mohan
This paper explores second-order optimization methods in Federated Learning (FL), addressing the critical challenges of slow convergence and the excessive communication rounds requ…