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2012.01263
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Intelligence and Learning in O-RAN for Data-driven NextG Cellular Networks
IEEE Communications Magazine (IEEE Commun. Mag.), 2020
2 December 2020
Leonardo Bonati
Salvatore D’oro
Michele Polese
S. Basagni
Tommaso Melodia
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Papers citing
"Intelligence and Learning in O-RAN for Data-driven NextG Cellular Networks"
43 / 43 papers shown
AIRMap: AI-Generated Radio Maps for Wireless Digital Twins
Ali Saeizadeh
Miead Tehrani Moayyed
Davide Villa
J. Gordon Beattie Jr.
Pedram Johari
S. Basagni
Tommaso Melodia
246
0
0
28 Oct 2025
Near-Real-Time Resource Slicing for QoS Optimization in 5G O-RAN using Deep Reinforcement Learning
Peihao Yan
Jie Lu
Huacheng Zeng
Y. Thomas Hou
153
2
0
17 Sep 2025
Communication and Computation Efficient Split Federated Learning in O-RAN
Shunxian Gu
Chaoqun You
Bangbang Ren
Deke Guo
167
1
0
04 Aug 2025
Percentile-Based Deep Reinforcement Learning and Reward Based Personalization For Delay Aware RAN Slicing in O-RAN
Peyman Tehrani
Anas Alsoliman
AI4TS
AI4CE
154
0
0
24 Jul 2025
Conformal Calibration: Ensuring the Reliability of Black-Box AI in Wireless Systems
Osvaldo Simeone
Sangwoo Park
Matteo Zecchin
1.1K
9
0
12 Apr 2025
SafeSlice: Enabling SLA-Compliant O-RAN Slicing via Safe Deep Reinforcement Learning
A. M. Nagib
H. Abou-zeid
Hossam S. Hassanein
238
3
0
17 Mar 2025
O-RAN xApps Conflict Management using Graph Convolutional Networks
Maryam Al Shami
Jun Yan
Emmanuel Thepie Fapi
GNN
454
6
0
05 Mar 2025
AI-RAN: Transforming RAN with AI-driven Computing Infrastructure
IEEE Communications Magazine (IEEE Commun. Mag.), 2025
Lopamudra Kundu
Xingqin Lin
Rajesh Gadiyar
Jean-Francois Lacasse
Shuvo Chowdhury
158
28
0
15 Jan 2025
AutoSpec: Automated Generation of Neural Network Specifications
Shuowei Jin
Francis Y. Yan
Cheng Tan
Anuj Kalia
Xenofon Foukas
Z. Morley Mao
315
0
0
17 Sep 2024
xApp Distillation: AI-based Conflict Mitigation in B5G O-RAN
Hakan Erdol
Xiaoyang Wang
Robert Piechocki
George Oikonomou
Arjun Parekh
354
8
0
03 Jul 2024
Intelligent Control in 6G Open RAN: Security Risk or Opportunity?
Sanaz Soltani
Mohammad Shojafar
Ali Amanlou
Rahim Tafazolli
795
1
0
14 May 2024
Deep-Learned Compression for Radio-Frequency Signal Classification
Armani Rodriguez
Yagna Kaasaragadda
S. Kokalj-Filipovic
238
4
0
05 Mar 2024
Fair Resource Allocation in Virtualized O-RAN Platforms
Fatih Aslan
Georgios Iosifidis
J. Ayala-Romero
A. Garcia-Saavedra
Xavier Costa Pérez
265
19
0
17 Feb 2024
Cross-Domain AI for Early Attack Detection and Defense Against Malicious Flows in O-RAN
B. M. Xavier
Merim Dzaferagic
Irene Vila
M. Martinello
Marco Ruffini
140
8
0
17 Jan 2024
Generative AI for O-RAN Slicing: A Semi-Supervised Approach with VAE and Contrastive Learning
Salar Nouri Naghadeh
Mojdeh Karbalaee Motalleb
V. Shah-Mansouri
Seyed Pooya Shariatpanahi
410
4
0
16 Jan 2024
A Bayesian Framework of Deep Reinforcement Learning for Joint O-RAN/MEC Orchestration
Fahri Wisnu Murti
Samad Ali
Matti Latva-aho
294
2
0
26 Dec 2023
Safe and Accelerated Deep Reinforcement Learning-based O-RAN Slicing: A Hybrid Transfer Learning Approach
IEEE Journal on Selected Areas in Communications (JSAC), 2023
A. M. Nagib
H. Abou-zeid
Hossam S. Hassanein
286
26
0
13 Sep 2023
How Does Forecasting Affect the Convergence of DRL Techniques in O-RAN Slicing?
Global Communications Conference (GLOBECOM), 2023
A. M. Nagib
H. Abou-zeid
Hossam S. Hassanein
AI4TS
154
4
0
01 Sep 2023
ns-O-RAN: Simulating O-RAN 5G Systems in ns-3
Workshop on ns-3 (ns-3), 2023
Andrea Lacava
Matteo Bordin
Michele Polese
R. Sivaraj
Tommaso Zugno
F. Cuomo
Tommaso Melodia
168
37
0
11 May 2023
Intelligent Load Balancing and Resource Allocation in O-RAN: A Multi-Agent Multi-Armed Bandit Approach
IEEE International Symposium on Personal, Indoor and Mobile Radio Communications (PIMRC), 2023
Chia-Hsiang Lai
Li-Hsiang Shen
Kai-Ten Feng
252
9
0
25 Mar 2023
Beam Management Driven by Radio Environment Maps in O-RAN Architecture
Marcin Hoffmann
P. Kryszkiewicz
84
8
0
21 Mar 2023
Sparsity-Aware Intelligent Massive Random Access Control in Open RAN: A Reinforcement Learning Based Approach
Xiaorui Tang
Sicong Liu
Xiaojiang Du
Mohsen Guizani
141
1
0
05 Mar 2023
Intelligent O-RAN Traffic Steering for URLLC Through Deep Reinforcement Learning
Ibrahim Tamim
Sam Aleyadeh
Abdallah Shami
AI4TS
155
13
0
03 Mar 2023
Network-Aided Intelligent Traffic Steering in 6G O-RAN: A Multi-Layer Optimization Framework
IEEE Journal on Selected Areas in Communications (JSAC), 2023
Van-Dinh Nguyen
T. Vu
N. Nguyen
Dinh C. Nguyen
M. Juntti
Nguyen Cong Luong
D. Hoang
Diep N. Nguyen
Symeon Chatzinotas
219
48
0
06 Feb 2023
Reinforcement Learning Based Resource Allocation for Network Slices in O-RAN Midhaul
Consumer Communications and Networking Conference (CCNC), 2022
Nien Fang Cheng
T. Pamuklu
Melike Erol-Kantarci
94
16
0
14 Nov 2022
A State-Augmented Approach for Learning Optimal Resource Management Decisions in Wireless Networks
Yiugit Berkay Uslu
Navid Naderializadeh
Mark Eisen
Alejandro Riberio University of Pennsylvania
286
1
0
28 Oct 2022
Using Deep Reinforcement Learning for mmWave Real-Time Scheduling
International Conference on Network of the Future (ICNF), 2022
Barak Gahtan
R. Cohen
A. Bronstein
Gil Kedar
124
5
0
04 Oct 2022
Programmable and Customized Intelligence for Traffic Steering in 5G Networks Using Open RAN Architectures
IEEE Transactions on Mobile Computing (IEEE TMC), 2022
Andrea Lacava
Michele Polese
R. Sivaraj
Rahul Soundrarajan
Bhawani Shanker Bhati
Tarunjeet Singh
Tommaso Zugno
F. Cuomo
Tommaso Melodia
344
126
0
28 Sep 2022
Actor-Critic Network for O-RAN Resource Allocation: xApp Design, Deployment, and Analysis
M. Kouchaki
Vuk Marojevic
299
34
0
26 Sep 2022
IoT-Aerial Base Station Task Offloading with Risk-Sensitive Reinforcement Learning for Smart Agriculture
IEEE Transactions on Green Communications and Networking (IEEE TGCN), 2022
T. Pamuklu
Anne Catherine Nguyen
Aisha Syed
W. S. Kennedy
Melike Erol-Kantarci
97
28
0
15 Sep 2022
FORLORN: A Framework for Comparing Offline Methods and Reinforcement Learning for Optimization of RAN Parameters
Q2S and Security for Wireless and Mobile Networks (QSWMN), 2022
Vegard Edvardsen
Gard Spreemann
J. V. D. Abeele
OffRL
186
0
0
08 Sep 2022
Evolutionary Deep Reinforcement Learning for Dynamic Slice Management in O-RAN
Fatemeh Lotfi
Omid Semiari
Fatemeh Afghah
182
21
0
30 Aug 2022
Choose, not Hoard: Information-to-Model Matching for Artificial Intelligence in O-RAN
IEEE Communications Magazine (IEEE Commun. Mag.), 2022
Jorge Martín-Pérez
Nuria Molner
F. Malandrino
C. Bernardos
Antonio de la Oliva
D. Gómez-Barquero
195
6
0
01 Aug 2022
OpenRAN Gym: AI/ML Development, Data Collection, and Testing for O-RAN on PAWR Platforms
Leonardo Bonati
Michele Polese
Salvatore D’oro
S. Basagni
Tommaso Melodia
237
69
0
25 Jul 2022
State-Augmented Learnable Algorithms for Resource Management in Wireless Networks
IEEE Transactions on Signal Processing (IEEE Trans. Signal Process.), 2022
Navid Naderializadeh
Mark Eisen
Alejandro Ribeiro
294
30
0
05 Jul 2022
Sim2real for Reinforcement Learning Driven Next Generation Networks
Peizheng Li
Jonathan D. Thomas
Xiaoyang Wang
Hakan Erdol
A. Ahmad
...
S. Kapoor
Arjun Parekh
A. Doufexi
Arman Shojaeifard
Robert Piechocki
202
4
0
08 Jun 2022
Zero-Touch Network on Industrial IoT: An End-to-End Machine Learning Approach
Shih-Chun Lin
Chia-Hung Lin
Wei-Chi Chen
AI4CE
111
4
0
26 Apr 2022
OrchestRAN: Network Automation through Orchestrated Intelligence in the Open RAN
IEEE Conference on Computer Communications (INFOCOM), 2022
Salvatore D’oro
Leonardo Bonati
Michele Polese
Tommaso Melodia
225
108
0
14 Jan 2022
ColO-RAN: Developing Machine Learning-based xApps for Open RAN Closed-loop Control on Programmable Experimental Platforms
IEEE Transactions on Mobile Computing (IEEE TMC), 2021
Michele Polese
Leonardo Bonati
Salvatore D’oro
S. Basagni
Tommaso Melodia
286
205
0
17 Dec 2021
RLOps: Development Life-cycle of Reinforcement Learning Aided Open RAN
IEEE Access (IEEE Access), 2021
Peizheng Li
Jonathan D. Thomas
Xiaoyang Wang
Ahmed Khalil
A. Ahmad
...
S. Kapoor
Arjun Parekh
A. Doufexi
Arman Shojaeifard
Robert Piechocki
AI4TS
260
52
0
12 Nov 2021
Colosseum: Large-Scale Wireless Experimentation Through Hardware-in-the-Loop Network Emulation
International Symposium on Dynamic Spectrum Access Networks (DySPAN), 2021
Leonardo Bonati
Pedram Johari
Michele Polese
Salvatore D’oro
Subhramoy Mohanti
...
Francesco Restuccia
A. Gosain
Kaushik R. Chowdhury
S. Basagni
Tommaso Melodia
275
135
0
20 Oct 2021
Bayesian Active Meta-Learning for Few Pilot Demodulation and Equalization
K. Cohen
Sangwoo Park
Osvaldo Simeone
S. Shamai
445
15
0
02 Aug 2021
SteaLTE: Private 5G Cellular Connectivity as a Service with Full-stack Wireless Steganography
IEEE Conference on Computer Communications (INFOCOM), 2021
Leonardo Bonati
Salvatore D’oro
Francesco Restuccia
S. Basagni
Tommaso Melodia
128
9
0
10 Feb 2021
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