activity
20102023
most citedEdge Learning for B5G Networks with Distributed Signal Processing: Semantic Communication, Edge Computing, and Wireless Sensing

654 citations · 1.5k across the 37 of their papers we have counts for

collaborators
Showing 2021Show all

8 papers · 1 filter

cs.LG2021★ 6 cited

Federated Deep Reinforcement Learning for the Distributed Control of NextG Wireless Networks

Peyman Tehrani, Francesco Restuccia, Marco Levorato

Next Generation (NextG) networks are expected to support demanding tactile internet applications such as augmented reality and connected autonomous vehicles. Whereas recent innovat…

cs.CV2021★ 2 cited

Spatio-Temporal Split Learning for Autonomous Aerial Surveillance using Urban Air Mobility (UAM) Networks

Yoo Jeong Ha, Soyi Jung, Jae-Hyun Kim +2

Autonomous surveillance unmanned aerial vehicles (UAVs) are deployed to observe the streets of the city for any suspicious activities. This paper utilizes surveillance UAVs for the…

cs.CY2021

Data Collection and Labeling of Real-Time IoT-Enabled Bio-Signals in Everyday Settings for Mental Health Improvement

Ali Tazarv, Sina Labbaf, Amir M. Rahmani +2

Real-time physiological data collection and analysis play a central role in modern well-being applications. Personalized classifiers and detectors have been shown to outperform gen…

cs.CV2021★ 78 cited

Supervised Compression for Resource-Constrained Edge Computing Systems

Yoshitomo Matsubara, Ruihan Yang, Marco Levorato +1

There has been much interest in deploying deep learning algorithms on low-powered devices, including smartphones, drones, and medical sensors. However, full-scale deep neural netwo…

cs.LG2021

Personalized Stress Monitoring using Wearable Sensors in Everyday Settings

Ali Tazarv, Sina Labbaf, Stephanie M. Reich +3

Since stress contributes to a broad range of mental and physical health problems, the objective assessment of stress is essential for behavioral and physiological studies. Although…

cs.LG2021★ 1 cited

A Deep Learning Approach to Predict Blood Pressure from PPG Signals

Ali Tazarv, Marco Levorato

Blood Pressure (BP) is one of the four primary vital signs indicating the status of the body's vital (life-sustaining) functions. BP is difficult to continuously monitor using a sp…