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most citedA Review of Uncertainty Quantification in Deep Learning: Techniques, Applications and Challenges

2.7k citations

Showing 2019 · cs.NIShow all

13 papers · 2 filters

cs.NI2019★ 144 cited

Optimized Age of Information Tail for Ultra-Reliable Low-Latency Communications in Vehicular Networks

Mohamed K. Abdel-Aziz, Sumudu Samarakoon, Chen-Feng Liu +2

While the notion of age of information (AoI) has recently been proposed for analyzing ultra-reliable low-latency communications (URLLC), most of the existing works have focused on…

cs.NI2019★ 31 cited

Risk-Sensitive Task Fetching and Offloading for Vehicular Edge Computing

Sadeep Batewela, Chen-Feng Liu, Mehdi Bennis +2

This letter studies an ultra-reliable low latency communication problem focusing on a vehicular edge computing network in which vehicles either fetch and synthesize images recorded…

cs.NI2019★ 47 cited

Ultra-Reliable and Low-Latency Vehicular Communication: An Active Learning Approach

Mohamed K. Abdel-Aziz, Sumudu Samarakoon, Mehdi Bennis +1

In this letter, an age of information (AoI)-aware transmission power and resource block (RB) allocation technique for vehicular communication networks is proposed. Due to the highl…

cs.NI2019★ 25 cited

Dynamic Multi-Connectivity Activation for Ultra-Reliable and Low-Latency Communication

Nurul Huda Mahmood, Hirley Alves

Multi-connectivity (MC) with packet duplication, where the same data packet is duplicated and transmitted from multiple transmitters, is proposed in 5G New Radio as a reliability e…

cs.NI2019★ 15 cited

One Pixel Image and RF Signal Based Split Learning for mmWave Received Power Prediction

Yusuke Koda, Jihong Park, Mehdi Bennis +3

Focusing on the received power prediction of millimeter-wave (mmWave) radio-frequency (RF) signals, we propose a multimodal split learning (SL) framework that integrates RF receive…

cs.NI2019★ 40 cited

Taming the Tail of Maximal Information Age in Wireless Industrial Networks

Chen-Feng Liu, Mehdi Bennis

In wireless industrial networks, the information of time-sensitive control systems needs to be transmitted in an ultra-reliable and low-latency manner. This letter studies the reso…