research
∙
05/18/2023
Rate-Adaptive Coding Mechanism for Semantic Communications With Multi-Modal Data
Recently, the ever-increasing demand for bandwidth in multi-modal commun...
share
research
∙
05/15/2023
Deep-Unfolding for Next-Generation Transceivers
The stringent performance requirements of future wireless networks, such...
research
∙
12/08/2022
Graph Neural Networks Meet Wireless Communications: Motivation, Applications, and Future Directions
As an efficient graph analytical tool, graph neural networks (GNNs) have...
research
∙
11/08/2022
Integrated Sensing, Computation, and Communication: System Framework and Performance Optimization
Integrated sensing, computation, and communication (ISCC) has been recen...
research
∙
08/15/2022
Privacy-Preserving Decentralized Inference with Graph Neural Networks in Wireless Networks
As an efficient neural network model for graph data, graph neural networ...
research
∙
06/08/2022
Robust Semantic Communications with Masked VQ-VAE Enabled Codebook
Although semantic communications have exhibited satisfactory performance...
research
∙
06/08/2022
Mixed-Timescale Deep-Unfolding for Joint Channel Estimation and Hybrid Beamforming
In massive multiple-input multiple-output (MIMO) systems, hybrid analog-...
research
∙
02/07/2022
Robust Semantic Communications Against Semantic Noise
Although the semantic communications have exhibited satisfactory perform...
research
∙
01/20/2022
DDPG-Driven Deep-Unfolding with Adaptive Depth for Channel Estimation with Sparse Bayesian Learning
Deep-unfolding neural networks (NNs) have received great attention since...
research
∙
01/19/2022
RIS-Assisted Communication Radar Coexistence: Joint Beamforming Design and Analysis
Integrated sensing and communication (ISAC) has been regarded as one of ...
research
∙
10/22/2021
Two-Timescale End-to-End Learning for Channel Acquisition and Hybrid Precoding
In this paper, we propose an end-to-end deep learning-based joint transc...
research
∙
07/19/2021
A New Distributed Method for Training Generative Adversarial Networks
Generative adversarial networks (GANs) are emerging machine learning mod...
research
∙
04/19/2021
Decentralized Inference with Graph Neural Networks in Wireless Communication Systems
Graph neural network (GNN) is an efficient neural network model for grap...
research
∙
01/05/2021
Joint Deep Reinforcement Learning and Unfolding: Beam Selection and Precoding for mmWave Multiuser MIMO with Lens Arrays
The millimeter wave (mmWave) multiuser multiple-input multiple-output (M...
research
∙
09/29/2020
A Fast Graph Neural Network-Based Method for Winner Determination in Multi-Unit Combinatorial Auctions
The combinatorial auction (CA) is an efficient mechanism for resource al...
research
∙
06/15/2020
Iterative Algorithm Induced Deep-Unfolding Neural Networks: Precoding Design for Multiuser MIMO Systems
Optimization theory assisted algorithms have received great attention fo...
research
∙
04/01/2020
Scheduling in Cellular Federated Edge Learning with Importance and Channel Awareness
In cellular federated edge learning (FEEL), multiple edge devices holdin...
research
∙
03/03/2020
Accelerating Generalized Benders Decomposition for Wireless Resource Allocation
Generalized Benders decomposition (GBD) is a globally optimal algorithm ...
research
∙
07/07/2019
Deep Learning based Wireless Resource Allocation with Application to Vehicular Networks
It has been a long-held belief that judicious resource allocation is cri...
research
∙
06/07/2019
Graph Embedding based Wireless Link Scheduling with Few Training Samples
Link scheduling in device-to-device (D2D) networks is usually formulated...
research
∙
05/23/2019
Accelerating DNN Training in Wireless Federated Edge Learning System
Training task in classical machine learning models, such as deep neural ...
research
∙
03/05/2019
Learning to Branch: Accelerating Resource Allocation in Wireless Networks
Resource allocation in wireless networks, such as device-to-device (D2D)...
research
∙
10/12/2018
Throughput Analysis and Energy Efficiency Optimization for Standalone LTE-U Networks with Randomly Delayed CSI
To coexist with Wi-Fi friendly, a standalone long-term evolution network...
research
∙
10/05/2018
