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1810.07862
Cited By
Applications of Deep Reinforcement Learning in Communications and Networking: A Survey
18 October 2018
Nguyen Cong Luong
D. Hoang
Shimin Gong
Dusit Niyato
Ping Wang
Ying-Chang Liang
Dong In Kim
OffRL
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Papers citing
"Applications of Deep Reinforcement Learning in Communications and Networking: A Survey"
50 / 210 papers shown
On AI Verification in Open RAN
Rahul Soundrarajan
Claudio Fiandrino
Michele Polese
Salvatore D’oro
Leonardo Bonati
Tommaso Melodia
99
0
0
21 Oct 2025
A Flexible Multi-Agent Deep Reinforcement Learning Framework for Dynamic Routing and Scheduling of Latency-Critical Services
Vincenzo Norman Vitale
A. Tulino
Andreas F. Molisch
Jaime Llorca
81
0
0
13 Oct 2025
Continual Learning to Generalize Forwarding Strategies for Diverse Mobile Wireless Networks
Cheonjin Park
Victoria Manfredi
X. Zhang
Chengyi Liu
Alicia P. Wolfe
Dongjin Song
Sarah Tasneem
Bing Wang
CLL
116
0
0
28 Sep 2025
Deep Reinforcement Learning-Assisted Component Auto-Configuration of Differential Evolution Algorithm for Constrained Optimization: A Foundation Model
Xu Yang
Rui Wang
Kaiwen Li
Wenhua Li
Ling Wang
68
0
0
14 Sep 2025
Quantum-Enhanced Forecasting for Deep Reinforcement Learning in Algorithmic Trading
Jun-Hao Chen
Yu-Chien Huang
Yun-Cheng Tsai
Samuel Yen-Chi Chen
AIFin
185
0
0
11 Sep 2025
Agentic DDQN-Based Scheduling for Licensed and Unlicensed Band Allocation in Sidelink Networks
Po-Heng Chou
Pin-Qi Fu
Walid Saad
Li-Chun Wang
148
0
0
08 Sep 2025
Deep Learning-based Techniques for Integrated Sensing and Communication Systems: State-of-the-Art, Challenges, and Opportunities
IEEE Open Journal of the Communications Society (IEEE Open J. Commun. Soc.), 2025
Murat Temiz
Y. Zhang
Y. Fu
Chi Zhang
Chenfeng Meng
Orhan Kaplan
Christos Masouros
138
5
0
23 Aug 2025
MOHAF: A Multi-Objective Hierarchical Auction Framework for Scalable and Fair Resource Allocation in IoT Ecosystems
Kushagra Agrawal
Polat Goktas
Anjan Bandopadhyay
Debolina Ghosh
Junali Jasmine Jena
Mahendra Kumar Gourisaria
72
1
0
20 Aug 2025
Federated Reinforcement Learning in Heterogeneous Environments
Ukjo Hwang
Songnam Hong
FedML
144
1
0
19 Jul 2025
RAN Cortex: Memory-Augmented Intelligence for Context-Aware Decision-Making in AI-Native Networks
Sebastian Barros
AI4TS
210
0
0
06 May 2025
Moderate Actor-Critic Methods: Controlling Overestimation Bias via Expectile Loss
Ukjo Hwang
Songnam Hong
OffRL
228
0
0
14 Apr 2025
Robo-taxi Fleet Coordination at Scale via Reinforcement Learning
Luigi Tresca
Carolin Schmidt
James Harrison
Filipe Rodrigues
G. Zardini
Daniele Gammelli
Marco Pavone
332
7
0
08 Apr 2025
Towards Better Alignment: Training Diffusion Models with Reinforcement Learning Against Sparse Rewards
Computer Vision and Pattern Recognition (CVPR), 2025
Zijing Hu
Tai-wei Chang
Long Chen
Kun Kuang
Jiahui Li
Kaifeng Gao
Jun Xiao
X. Wang
Wenwu Zhu
EGVM
573
16
0
14 Mar 2025
Multi-Agent DRL for Queue-Aware Task Offloading in Hierarchical MEC-Enabled Air-Ground Networks
IEEE Transactions on Cognitive Communications and Networking (TCCN), 2025
Muhammet Hevesli
A. Mohammed Seid
A. Erbad
M. Abdallah
157
9
0
05 Mar 2025
AoI-Sensitive Data Forwarding with Distributed Beamforming in UAV-Assisted IoT
Zifan Lang
Guixia Liu
Geng Sun
Jiahui Li
Zemin Sun
Jiacheng Wang
Victor C. M. Leung
301
2
0
13 Feb 2025
Towards General-Purpose Model-Free Reinforcement Learning
International Conference on Learning Representations (ICLR), 2025
Scott Fujimoto
P. DÓro
Amy Zhang
Yuandong Tian
Michael Rabbat
OffRL
255
19
0
28 Jan 2025
Age and Power Minimization via Meta-Deep Reinforcement Learning in UAV Networks
IEEE Transactions on Vehicular Technology (IEEE Trans. Veh. Technol.), 2025
Sankani Sarathchandra
Eslam Eldeeb
M. Shehab
Hirley Alves
K. Mikhaylov
Mohamed-Slim Alouini
73
1
0
24 Jan 2025
An Offline Multi-Agent Reinforcement Learning Framework for Radio Resource Management
IEEE Transactions on Mobile Computing (IEEE TMC), 2025
Eslam Eldeeb
Hirley Alves
OffRL
309
2
0
22 Jan 2025
Deep Reinforcement Learning for Digital Twin-Oriented Complex Networked Systems
Jiaqi Wen
Bogdan Gabrys
Katarzyna Musial
AI4CE
189
0
0
09 Nov 2024
Acceleration for Deep Reinforcement Learning using Parallel and Distributed Computing: A Survey
ACM Computing Surveys (ACM CSUR), 2024
Zhihong Liu
Xin Xu
Peng Qiao
Dongsheng Li
OffRL
302
14
0
08 Nov 2024
Dynamic Weight Adjusting Deep Q-Networks for Real-Time Environmental Adaptation
Xinhao Zhang
Jinghan Zhang
Wujun Si
Kunpeng Liu
251
5
0
04 Nov 2024
FairStream: Fair Multimedia Streaming Benchmark for Reinforcement Learning Agents
Jannis Weil
Jonas Ringsdorf
Julian Barthel
Yi-Ping Phoebe Chen
Tobias Meuser
OffRL
78
0
0
28 Oct 2024
Reinfier and Reintrainer: Verification and Interpretation-Driven Safe Deep Reinforcement Learning Frameworks
Zixuan Yang
Jiaqi Zheng
Guihai Chen
OffRL
343
0
0
19 Oct 2024
Offline and Distributional Reinforcement Learning for Radio Resource Management
Eslam Eldeeb
Hirley Alves
OffRL
232
2
0
25 Sep 2024
Artificial Intelligence for Secured Information Systems in Smart Cities: Collaborative IoT Computing with Deep Reinforcement Learning and Blockchain
Amin Zakaie Far
Mohammad Zakaie Far
Sonia Gharibzadeh
Shiva Zangeneh
Leila Amini
Morteza Rahimi
Morteza Rahimi
Saeed Asadi
268
15
0
24 Sep 2024
cc-DRL: a Convex Combined Deep Reinforcement Learning Flight Control Design for a Morphing Quadrotor
Tao Yang
Huai-Ning Wu
Jun-Wei Wang
250
3
0
23 Aug 2024
Robust Iterative Value Conversion: Deep Reinforcement Learning for Neurochip-driven Edge Robots
Y. Kadokawa
Tomohito Kodera
Yoshihisa Tsurumine
Shinya Nishimura
Takamitsu Matsubara
254
3
0
23 Aug 2024
Latency-Aware Resource Allocation for Mobile Edge Generation and Computing via Deep Reinforcement Learning
IEEE Networking Letters (IEEE Netw. Lett.), 2024
Yinyu Wu
Xuhui Zhang
Jinke Ren
Huijun Xing
Yanyan Shen
Shuguang Cui
87
7
0
04 Aug 2024
How to Choose a Reinforcement-Learning Algorithm
Fabian Bongratz
Vladimir Golkov
Lukas Mautner
Luca Della Libera
Frederik Heetmeyer
Felix Czaja
Julian Rodemann
Daniel Cremers
206
2
0
30 Jul 2024
Integrated Communications and Security: RIS-Assisted Simultaneous Transmission and Generation of Secret Keys
IEEE Transactions on Information Forensics and Security (IEEE TIFS), 2024
Ning Gao
Yuze Yao
Shi Jin
Cen Li
M. Matthaiou
151
4
0
29 Jul 2024
Event-Triggered Reinforcement Learning Based Joint Resource Allocation for Ultra-Reliable Low-Latency V2X Communications
Nasir Khan
Sinem Coleri
161
9
0
18 Jul 2024
Digital Twin Vehicular Edge Computing Network: Task Offloading and Resource Allocation
Yu Xie
Qiong Wu
Pingyi Fan
237
4
0
16 Jul 2024
Resource Allocation for Twin Maintenance and Computing Task Processing in Digital Twin Vehicular Edge Computing Network
Yu Xie
Qiong Wu
Pingyi Fan
Nan Cheng
Wen Chen
Jiangzhou Wang
Khaled B. Letaief
195
1
0
10 Jul 2024
Design Optimization of NOMA Aided Multi-STAR-RIS for Indoor Environments: A Convex Approximation Imitated Reinforcement Learning Approach
IEEE Transactions on Mobile Computing (IEEE TMC), 2024
Y. Park
Sheikh Salman Hassan
Y. Tun
Eui-nam Huh
Walid Saad
Choong Seon Hong
122
4
0
19 Jun 2024
Adaptive Layer Splitting for Wireless LLM Inference in Edge Computing: A Model-Based Reinforcement Learning Approach
Yuxuan Chen
Rongpeng Li
Xiaoxue Yu
Zhifeng Zhao
Honggang Zhang
347
18
0
03 Jun 2024
Applications of Generative AI (GAI) for Mobile and Wireless Networking: A Survey
Thai-Hoc Vu
Senthil Kumar Jagatheesaperumal
Minh-Duong Nguyen
Nguyen Van Huynh
Sunghwan Kim
Quoc-Viet Pham
259
40
0
30 May 2024
Survey of Graph Neural Network for Internet of Things and NextG Networks
Sabarish Krishna Moorthy
Jithin Jagannath
263
12
0
27 May 2024
Stochastic Q-learning for Large Discrete Action Spaces
International Conference on Machine Learning (ICML), 2024
Fares Fourati
Vaneet Aggarwal
Mohamed-Slim Alouini
OffRL
292
8
0
16 May 2024
Beyond the Edge: An Advanced Exploration of Reinforcement Learning for Mobile Edge Computing, its Applications, and Future Research Trajectories
Ning Yang
Shuo Chen
Haijun Zhang
Randall Berry
OffRL
248
29
0
22 Apr 2024
Communication-Efficient Large-Scale Distributed Deep Learning: A Comprehensive Survey
Feng Liang
Zhen Zhang
Haifeng Lu
Victor C. M. Leung
Yanyi Guo
Xiping Hu
GNN
347
24
0
09 Apr 2024
Multiple Access in the Era of Distributed Computing and Edge Intelligence
Nikos G. Evgenidis
Nikos A. Mitsiou
Vasiliki I. Koutsioumpa
Sotiris A. Tegos
P. Diamantoulakis
G. Karagiannidis
185
30
0
26 Feb 2024
Conservative and Risk-Aware Offline Multi-Agent Reinforcement Learning for Digital Twins
Eslam Eldeeb
Houssem Sifaou
Osvaldo Simeone
M. Shehab
Hirley Alves
OffRL
227
8
0
13 Feb 2024
Data-driven Energy Efficiency Modelling in Large-scale Networks: An Expert Knowledge and ML-based Approach
IEEE Transactions on Machine Learning in Communications and Networking (IEEE TMLCN), 2023
David López-Pérez
Antonio De Domenico
Nicola Piovesan
Merouane Debbah
176
12
0
31 Dec 2023
Multi-agent Reinforcement Learning: A Comprehensive Survey
Dom Huh
Prasant Mohapatra
AI4CE
318
39
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15 Dec 2023
Mobile Edge Computing and AI Enabled Web3 Metaverse over 6G Wireless Communications: A Deep Reinforcement Learning Approach
Wen-li Yu
Terence Jie Chua
Jun Zhao
96
1
0
11 Dec 2023
Handover Protocol Learning for LEO Satellite Networks: Access Delay and Collision Minimization
IEEE Transactions on Wireless Communications (IEEE TWC), 2023
Ju-Hyung Lee
C. Park
Soohyun Park
A. Molisch
227
25
0
31 Oct 2023
Orchestration of Emulator Assisted Mobile Edge Tuning for AI Foundation Models: A Multi-Agent Deep Reinforcement Learning Approach
Wen-li Yu
Terence Jie Chua
Junfeng Zhao
234
2
0
26 Oct 2023
Enhancing Secrecy in UAV RSMA Networks: Deep Unfolding Meets Deep Reinforcement Learning
International Conference on Communications, Computing, Cybersecurity, and Informatics (ICCCCI), 2023
Abuzar B. M. Adam
Mohammed A. M. Elhassan
96
6
0
30 Sep 2023
Fundamental Limits of Deep Learning-Based Binary Classifiers Trained with Hinge Loss
T. Getu
Georges Kaddoum
M. Bennis
305
1
0
13 Sep 2023
A Review of the In-Network Computing and Its Role in the Edge-Cloud Continuum
Manel Gherari
Fatemeh Aghaali Akbari
Sama Habibi
Soukaina Ouledsidi Ali
Zakaria Ait Hmitti
...
H. Elbiaze
Özgür Erçetin
Y. Ghamri-Doudane
R. Glitho
W. Ajib
214
1
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04 Aug 2023
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