Search Results for author: Shilpa Talwar

Found 4 papers, 0 papers with code

Coded Computing for Low-Latency Federated Learning over Wireless Edge Networks

no code implementations12 Nov 2020 Saurav Prakash, Sagar Dhakal, Mustafa Akdeniz, Yair Yona, Shilpa Talwar, Salman Avestimehr, Nageen Himayat

For minimizing the epoch deadline time at the MEC server, we provide a tractable approach for finding the amount of coding redundancy and the number of local data points that a client processes during training, by exploiting the statistical properties of compute as well as communication delays.

Edge-computing Federated Learning

Coded Federated Learning

no code implementations21 Feb 2020 Sagar Dhakal, Saurav Prakash, Yair Yona, Shilpa Talwar, Nageen Himayat

Here, model parameters are computed locally by each client device and exchanged with a central server, which aggregates the local models for a global view, without requiring sharing of training data.

Federated Learning

Unsupervised Learning Technique to Obtain the Coordinates of Wi-Fi Access Points

no code implementations22 Jul 2019 Jeongsik Choi, Yang-Seok Choi, Shilpa Talwar

Given that the accuracy of range-based positioning techniques generally increases with the number of available anchor nodes, it is important to secure more of these nodes.

Networking and Internet Architecture

When Multiple Agents Learn to Schedule: A Distributed Radio Resource Management Framework

no code implementations20 Jun 2019 Navid Naderializadeh, Jaroslaw Sydir, Meryem Simsek, Hosein Nikopour, Shilpa Talwar

Interference among concurrent transmissions in a wireless network is a key factor limiting the system performance.

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