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cs.LG2025
Fluid Democracy in Federated Data Aggregation
Aditya Vema Reddy Kesari, Krishna Reddy Kesari
Federated learning (FL) mechanisms typically require each client to transfer their weights to a central server, irrespective of how useful they are. In order to avoid wasteful data…
cs.LG2020
First Order Methods take Exponential Time to Converge to Global Minimizers of Non-Convex Functions
Krishna Reddy Kesari, Jean Honorio
Machine learning algorithms typically perform optimization over a class of non-convex functions. In this work, we provide bounds on the fundamental hardness of identifying the glob…