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International Conference on Distributed Computing in Sensor Systems (DCOSS 2021)
June 7 - 9, 2021 | Coral Bay, Pafos, Cyprus

Pisa Duomo

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1st DCOSS Workshop on Machine Learning for Smart Wireless Networks


Scope

In the last decade, Machine Learning (ML) and Artificial Intelligence (AI) have emerged as key enablers of advanced wireless networking systems. ML and AI-based techniques are envisioned to help wireless networks meet challenging objectives in terms of high throughput, low delay, and ubiquitous coverage, all with an increasing number of diverse users, and prospectively including human-to-machine or machine-to-machine communications.

The goal of this workshop is to provide a unique platform for researchers and practitioners interested in developing new AI/ML-based techniques to address current and emerging challenges in the design and optimization of traditional and emerging wireless networks. The workshop solicits proposals for novel techniques and methods that integrate basic wireless communication and networking models into ML algorithms to improve the performance of wireless networks and their design and integrability.

Topics

We are interested in novel ML/AI theories, models, and algorithms for smart wireless systems including, but not limited to, research on the following topics:

  • Single- and multi-agent deep reinforcement learning for network automation, control, and optimization
  • Distributed ML and federated learning in edge networks
  • Radio resource management in 5G C-RAN
  • Green 5G and Beyond networks
  • Millimeter wave and Terahertz networks
  • Network reliability
  • Protocol optimization
  • Spectrum sharing and coexistence
  • Physical layer design and optimization
  • User behavior and mobility prediction
  • Emerging wireless systems and applications, such as the Internet of Things, autonomous vehicles, and virtual/augmented reality
  • Low-latency machine to machine communication networks
  • Datasets, experimental results, and testbeds

Submissions

Authors are invited to submit original unpublished manuscripts that demonstrate current research on machine learning for smart wireless networks including, but not limited to, submissions on ML-SWiNs topics of interest. Please use the US letter size (8.5 X 11 in) standard IEEE conference LaTeX format or Microsoft Word template available here: IEEE Manuscript Templates for Conference Proceedings.

All submissions should be written in English and submitted as a full paper. Submissions may be up to 8 pages in length (including figures and references). Note that ML-SWiN does not follow a double-blind review policy, so the names and affiliations of all the authors must be present in the submitted manuscript.

Papers must be submitted electronically to EasyChair here, by the paper submission deadline specified further below.

Committees


    Technical Program Committee
  • TBA

Important Dates

Paper submission deadline: March 8, 2021
Author Notification: April 15, 2021
Camera-ready submission: May 7, 2021
Workshop date: TBA

Workshop Program

  • TBA

Contact Us

E-mail the organizers: filippom {at} buffalo {dot} edu
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