[Announcements] [CFP] [Deadline Extended][Last Call] 3rd International Workshop on AI in Networks and Distributed Systems

Martino Trevisan martino.trevisan at polito.it
Wed Sep 15 09:13:21 EDT 2021


[Apologies if you receive multiple copies of this CFP] **

Due to many requests, we decided to *extend* the submission deadline to 
the September 16th. No further extension will be given.

*WAIN 2021 - 3rd International Workshop on AI in Networks and 
Distributed Systems*

*November 8-12, 2021 - Politecnico di Milano (Milan, Italy) and 
online**, to be held with **IFIP WG 7.3 PERFORMANCE 2021*
*Website: https://www.performance2021.deib.polimi.it/wain/ 
<https://www.performance2021.deib.polimi.it/wain/>*
*Submission deadline extended**to **September, 16th (Anywhere on Earth)*


Thanks to rapid growth in network bandwidth and connectivity, networks 
and distributed systems have become critical infrastructures that 
underpin much of today's Internet services. They provide services 
through the cloud, monitor reality with sensor networks of IoT devices, 
and offer huge computational power with data centers or edge and fog 
computing. At the same time, AI and Machine Learning are being widely 
exploited in networking and distributed systems. Examples are algorithms 
and solutions for fault isolation, intrusion detection, event 
correlation, log analysis, capacity planning, resource management, 
scheduling, and design optimization, to name a few.

The scale and complexity of today's networks and distributed systems 
make their design, analysis, optimization, and management a daunting 
task. For this, smart and scalable approaches leveraging machine 
learning solutions must be deployed to take full advantage of these 
networks. WAIN workshop aims at showing to the community new 
contributions in these fields. The workshop looks for innovative 
approaches and use cases for understanding when and how to apply AI. 
WAIN will allow researchers and practitioners to share their experiences 
and ideas and discuss the open issues related to the application of 
machine learning to computer networks.
_*
*_

_*Topics of Interest:*_

The following is a non-exhaustive list of topics of interest for WAIN 
workshop:

  * Applications of ML in communication networks and distributed systems
  * Data analytics and mining in networking and distributed systems
  * Traffic monitoring through AI
  * AI applied to IoT and 5G
  * Application of reinforcement-learning
  * ML-based methodologies for anomaly detection and cybersecurity
  * Performance optimization through AI/ML and Big Data
  * Experiences and best-practices using machine learning in operational
    networks
  * Reproducibility of AI/ML in networking and distributed systems
  * Methodologies for performance evaluation of distributed infrastructure
  * Machine Learning application in cloud, edge, and fog computing
  * Performance evaluation of Content Delivery Networks
  * Application of AI/ML in sensor networks
  * AI/ML for data center management
  * AI/ML for cyber-physical systems
  * ML-driven resource management and scheduling
  * AI-driven fault tolerance in distributed systems


_*Important dates:*_
Submission deadline: September, 2nd *September, 16th (Anywhere on Earth)*
Notification of acceptance: October, 7th
Camera ready deadline: October, 22nd
Workshop presentation: November 8th - 12th, 2021

_*Submission Guidelines:*_
Papers will be published at ACM SIGMETRICS Performance Evaluation Review 
(PER, https://www.sigmetrics.org/per.shtml 
<https://www.sigmetrics.org/per.shtml>).
Submissions must be original, unpublished work, and not under 
consideration at another conference or journal.
The format for the submissions is that of PER (two-column 10pt ACM 
format),* maximum 5 pages + references*.
The submission page is available at 
https://easychair.org/conferences/?conf=wain2021 
<https://easychair.org/conferences/?conf=wain2021>


_*Chairs:*_
Luca Vassio, Politecnico di Torino, Italy
Danilo Giordano, Politecnico di Torino, Italy
Jinoh Kim, Texas A&M University-Commerce, US
Jon Crowcroft, University of Cambridge, UK

-- 
Martino Trevisan - PhD
Assistant Professor
Department of Electronics and Telecommunications (DET)
Politecnico di Torino - Corso Duca degli Abruzzi, 24 - Italy
Mail: martino.trevisan at polito.it <mailto:martino.trevisan at polito.it>
Tel. +39 011 090 3901

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