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Adaptive Contention Window Design using Deep Q-learning

Adaptive Contention Window Design using Deep Q-learning

Abhishek Kumar
Gunjan Verma
Chirag R. Rao
A. Swami
Santiago Segarra
ArXiv (abs)PDFHTML

Papers citing "Adaptive Contention Window Design using Deep Q-learning"

13 / 13 papers shown
Title
AI-Enhanced Distributed Channel Access for Collision Avoidance in Future Wi-Fi 8
AI-Enhanced Distributed Channel Access for Collision Avoidance in Future Wi-Fi 8
Jinzhe Pan
Jingqing Wang
Yuehui Ouyang
Wenchi Cheng
Wei Zhang
0
0
0
27 Sep 2025
Multi-agent Assessment with QoS Enhancement for HD Map Updates in a Vehicular Network
Multi-agent Assessment with QoS Enhancement for HD Map Updates in a Vehicular Network
Jeffrey Redondo
Nauman Aslam
Juan Zhang
Zhenhui Yuan
79
0
0
31 Jul 2024
Coverage-aware and Reinforcement Learning Using Multi-agent Approach for HD Map QoS in a Realistic Environment
Coverage-aware and Reinforcement Learning Using Multi-agent Approach for HD Map QoS in a Realistic Environment
Jeffrey Redondo
Zhenhui Yuan
Nauman Aslam
Juan Zhang
27
2
0
19 Jul 2024
ReinWiFi: Application-Layer QoS Optimization of WiFi Networks with Reinforcement Learning
ReinWiFi: Application-Layer QoS Optimization of WiFi Networks with Reinforcement Learning
Qianren Li
B. Lv
Yuncong Hong
Rui Wang
48
4
0
06 May 2024
Enhancement of High-definition Map Update Service Through Coverage-aware and Reinforcement Learning
Enhancement of High-definition Map Update Service Through Coverage-aware and Reinforcement Learning
Jeffrey Redondo
Zhenhui Yuan
Nauman Aslam
40
4
0
08 Feb 2024
Learning to Transmit with Provable Guarantees in Wireless Federated Learning
Learning to Transmit with Provable Guarantees in Wireless Federated Learning
Boning Li
Jake B. Perazzone
A. Swami
Santiago Segarra
112
5
0
18 Apr 2023
Sparsity-Aware Intelligent Massive Random Access Control in Open RAN: A Reinforcement Learning Based Approach
Sparsity-Aware Intelligent Massive Random Access Control in Open RAN: A Reinforcement Learning Based Approach
Xiaorui Tang
Sicong Liu
Xiaojiang Du
Mohsen Guizani
83
0
0
05 Mar 2023
Learning-based Autonomous Channel Access in the Presence of Hidden Terminals
Learning-based Autonomous Channel Access in the Presence of Hidden Terminals
Yulin Shao
Yucheng Cai
Taotao Wang
Ziyang Guo
Peng Liu
Jiajun Luo
Deniz Gunduz
67
8
0
07 Jul 2022
Graph-based Algorithm Unfolding for Energy-aware Power Allocation in Wireless Networks
Graph-based Algorithm Unfolding for Energy-aware Power Allocation in Wireless Networks
Boning Li
Gunjan Verma
Santiago Segarra
120
20
0
27 Jan 2022
Power Allocation for Wireless Federated Learning using Graph Neural Networks
Power Allocation for Wireless Federated Learning using Graph Neural Networks
Boning Li
A. Swami
Santiago Segarra
FedML
148
17
0
15 Nov 2021
Stability Analysis of Unfolded WMMSE for Power Allocation
Stability Analysis of Unfolded WMMSE for Power Allocation
Arindam Chowdhury
Fernando Gama
Santiago Segarra
103
4
0
14 Oct 2021
Robust MIMO Detection using Hypernetworks with Learned Regularizers
Robust MIMO Detection using Hypernetworks with Learned Regularizers
Nicolas Zilberstein
C. Dick
Rahman Doost-Mohammady
A. Sabharwal
Santiago Segarra
99
4
0
13 Oct 2021
Link Scheduling using Graph Neural Networks
Link Scheduling using Graph Neural Networks
Zhongyuan Zhao
Gunjan Verma
Chirag R. Rao
A. Swami
Santiago Segarra
GNN
111
42
0
12 Sep 2021

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