Federated multi-task learning
Federated learning poses new statistical and systems challenges in training machine
learning models over distributed networks of devices. In this work, we show that multi-task …
learning models over distributed networks of devices. In this work, we show that multi-task …
Understanding operational 5G: A first measurement study on its coverage, performance and energy consumption
5G, as a monumental shift in cellular communication technology, holds tremendous potential
for spurring innovations across many vertical industries, with its promised multi-Gbps speed …
for spurring innovations across many vertical industries, with its promised multi-Gbps speed …
A first look at commercial 5G performance on smartphones
We conduct to our knowledge a first measurement study of commercial 5G performance on
smartphones by closely examining 5G networks of three carriers (two mmWave carriers, one …
smartphones by closely examining 5G networks of three carriers (two mmWave carriers, one …
Optimal client sampling for federated learning
It is well understood that client-master communication can be a primary bottleneck in
Federated Learning. In this work, we address this issue with a novel client subsampling …
Federated Learning. In this work, we address this issue with a novel client subsampling …
[HTML][HTML] Towards asynchronous federated learning for heterogeneous edge-powered internet of things
The advancement of the Internet of Things (IoT) brings new opportunities for collecting real-
time data and deploying machine learning models. Nonetheless, an individual IoT device …
time data and deploying machine learning models. Nonetheless, an individual IoT device …
Omnimon: Re-architecting network telemetry with resource efficiency and full accuracy
Network telemetry is essential for administrators to monitor massive data traffic in a network-
wide manner. Existing telemetry solutions often face the dilemma between resource …
wide manner. Existing telemetry solutions often face the dilemma between resource …