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20072021
most citedFast Federated Learning by Balancing Communication Trade-Offs

76 citations · 116 across the 11 of their papers we have counts for

collaborators

11 papers

cs.LG2021★ 76 cited

Fast Federated Learning by Balancing Communication Trade-Offs

Milad Khademi Nori, Sangseok Yun, Il-Min Kim

Federated Learning (FL) has recently received a lot of attention for large-scale privacy-preserving machine learning. However, high communication overheads due to frequent gradient…

cs.IT2018★ 5 cited

Deep Learning Based Joint Pilot Design and Channel Estimation for Multiuser MIMO Channels

Chang-Jae Chun, Jae-Mo Kang, Il-Min Kim

In this paper, we propose a joint pilot design and channel estimation scheme based on the deep learning (DL) technique for multiuser multiple-input multiple output (MIMO) channels.…

cs.IT2018★ 1 cited

Channel Tracking for Wireless Energy Transfer: A Deep Recurrent Neural Network Approach

Jae-Mo Kang, Chang-Jae Chun, Il-Min Kim +1

In this paper, we study channel tracking for the wireless energy transfer (WET) system, which is practically a very important, but challenging problem. Regarding the time-varying c…

cs.IT2018★ 2 cited

Joint Tx Power Allocation and Rx Power Splitting for SWIPT System with Multiple Nonlinear Energy Harvesting Circuits

Jae-Mo Kang, Il-Min Kim, Dong In Kim

We study the joint transmit (Tx) power allocation and receive (Rx) power splitting for simultaneous wireless information and power transfer (SWIPT). Considering the practical scena…

cs.IT2018

Dynamic Power Splitting for SWIPT with Nonlinear Energy Harvesting in Ergodic Fading Channel

Jae-Mo Kang, Chang-Jae Chun, Il-Min Kim +1

We study the dynamic power splitting for simultaneous wireless information and power transfer (SWIPT) in the ergodic fading channel. Considering the nonlinearity of practical energ…

cs.IT2015★ 1 cited

Noncoherent Relaying in Energy Harvesting Communication Systems

Peng Liu, Saeed Gazor, Il-Min Kim +1

In energy harvesting (EH) relay networks, the coherent communication requires accurate estima- tion/tracking of the instantaneous channel state information (CSI) which consumes ext…