DEMO: FLARE: Federated Active Learning Assisted by Naming for Responding to Emergencies

Name-based pub/sub allows for efficient and timely delivery of information to interested subscribers. A challenge is assigning the right name to each piece of content, so that it reaches the most relevant recipients. An example scenario is the dissemination of social media posts to first responders...

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Bibliographic Details
Main Authors: Mittal, Viyom, Jahanian, Mohammad, Ramakrishnan, K. K.
Format: Conference Proceeding
Language:English
Subjects:
Conferences
Machine learning
Protocols
Social networking (online)
Online Access:Request full text
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Description
Summary:Name-based pub/sub allows for efficient and timely delivery of information to interested subscribers. A challenge is assigning the right name to each piece of content, so that it reaches the most relevant recipients. An example scenario is the dissemination of social media posts to first responders during disasters. We present FLARE, a framework using federated active learning assisted by naming. FLARE integrates machine learning and name-based pub/sub for accurate timely delivery of textual information. In this demo, we show FLARE's operation.
ISSN:2643-3303
DOI:10.1109/ICNP52444.2021.9651978