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20242026
most citedTackling heavy-tailed noise in distributed estimation: Asymptotic performance and tradeoffs

1 citations · 1 across the 4 of their papers we have counts for

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math.OC2024

Smoothed Gradient Clipping and Error Feedback for Decentralized Optimization under Symmetric Heavy-Tailed Noise

Shuhua Yu, Dusan Jakovetic, Soummya Kar

Motivated by understanding and analysis of large-scale machine learning under heavy-tailed gradient noise, we study decentralized optimization with gradient clipping, i.e., in whic…

math.OC2024

Peer-to-Peer (P2P) Electricity Markets for Low Voltage Networks

Diana Vieira Fernandes, Nicolas Christin, Soummya Kar

We develop a clearance and settlement model for Peer-to-Peer (P2P) energy trading in low-voltage networks. The model enables direct transactions between parties within an open and…