77 citations · 78 across the 5 of their papers we have counts for
5 papers
Hybrid Offline-Online Multi-Agent Decision Transformers for Wireless Resource Management
Yiming Zhang, Kun Yang, Cong Shen +1
This paper develops a hybrid offline-online multi-agent reinforcement learning framework based on decision transformers. The policy is first pretrained offline via supervised seque…
Multi-Agent Reinforcement Learning for Multi-Cell Spectrum and Power Allocation
Yiming Zhang, Dongning Guo
This paper introduces a novel approach to radio resource allocation in multi-cell wireless networks using a fully scalable multi-agent reinforcement learning (MARL) framework. A di…
Fault-Tolerant Spectrum Usage Consensus for Low-Earth-Orbit Satellite Constellations
Arman Mollakhani, Dongning Guo
Operators of low-Earth-orbit (LEO) non-geostationary satellite networks, also known as mega-constellations, are required by current regulations to share all available satellite spe…
RadYOLOLet: Radar Detection and Parameter Estimation Using YOLO and WaveLet
Shamik Sarkar, Dongning Guo, Danijela Cabric
Detection of radar signals without assistance from the radar transmitter is a crucial requirement for emerging and future shared-spectrum wireless networks like Citizens Broadband…
Applications and Techniques for Fast Machine Learning in Science
Allison McCarn Deiana, Nhan Tran, Joshua Agar +84
In this community review report, we discuss applications and techniques for fast machine learning (ML) in science -- the concept of integrating power ML methods into the real-time…