The 1st International Workshop on
Artificial Intelligence for Data Engineering
and Management Of Networked Systems
(AI4DEMONS)

in conjunction with CIKM 2026, 7-11 November, Rome, Italy
Important Dates Call for Papers Paper Submission

Aim and Scope

Modern networked systems generate massive volumes of heterogeneous and continuously evolving data, creating major challenges for data management, intelligent analysis, and cybersecurity. Traditional machine learning approaches often struggle to adapt to the scale, decentralization, and dynamic nature of contemporary network environments, motivating the need for adaptive, distributed, and knowledge-driven AI solutions. This workshop explores recent advances in AI-driven network intelligence and cybersecurity, with a particular focus on information and knowledge management techniques for distributed systems. Topics include Generative AI (GenAI) for synthetic network data generation and augmentation, Large Language Models (LLMs) and Natural Language Processing (NLP) for cybersecurity intelligence and threat analysis, continual and federated learning for privacy-preserving adaptive systems, adversarial learning and trustworthy AI, and agentic AI for autonomous and human-in-the-loop security workflows. The workshop also investigates retrieval-augmented generation (RAG), knowledge graphs, reasoning over structured and unstructured security data, intelligent orchestration, and scalable AI-enabled network analytics. By bringing together researchers and practitioners from AI, cybersecurity, networking, and knowledge management, the workshop aims to foster interdisciplinary discussion on resilient, intelligent, and trustworthy networked systems.

Important Dates

  • Workshop paper submission deadline
    August 24, 2026, 23:59 AoE

  • Notification of workshop paper acceptance
    September 23, 2026, 23:59 AoE

  • Submission of camera-ready workshop papers due
    October 01, 2026, 23:59 AoE

  • Workshop
    November 8, 2026

Organizers

General Chairs

Andrea
Vignali

University of Napoli
Federico II
Italy

andrea.vignali@unina.it

Francesco
Cerasuolo

University of Napoli
Federico II
Italy

francesco.cerasuolo@unina.it

Giancarlo
Sperlì

University of Napoli
Federico II
Italy

giancarlo.sperli@unina.it

Una-May
O’Reilly

Massachusetts Institute of Technology (MIT)
USA

unamay@csail.mit.edu

Erik
Hemberg

Massachusetts Institute of Technology (MIT)
USA

hembergerik@csail.mit.edu

Technical Program Committee

  • TBD

Call for Papers

AI4DEMONS seeks original, completed, and unpublished work not currently under review by any other journal/magazine/conference. Topics of interest include, but are not limited to:

  • GenAI for synthetic network data generation, traffic simulation, and security data augmentation
  • Agentic AI and human-in-the-loop systems for intelligent network management, orchestration, and cyber defense
  • Data management, integration, provenance, and governance for complex, distributed, and heterogeneous networked systems
  • Learning-based traffic analysis, anomaly detection, and classification for dynamic and evolving network environments
  • AI-assisted network and systems configuration, optimization, orchestration, and autonomous decision-making
  • CL, FL, and decentralized learning for adaptive and privacy-preserving network intelligence
  • Adversarial learning, robustness, and trustworthy AI for attack generation, threat detection, and defense hardening
  • AI-enabled security monitoring, intrusion detection, and threat analytics for distributed infrastructures
  • Automated vulnerability discovery, exploit-chain analysis, prioritization, and remediation workflows
  • NLP and LLMs for cybersecurity intelligence, incident triage, threat analysis, and security knowledge extraction
  • RAG, knowledge graphs, and information retrieval techniques for cybersecurity and network intelligence applications
  • Agentic and autonomous AI systems for penetration testing, attack simulation, and adaptive defense strategies
  • Knowledge extraction and reasoning over structured and unstructured security and network data
  • Explainability, accountability, safety, and robustness of AI-driven cybersecurity and network management solutions

Submission Guidelines

The workshop welcomes two types of contributions:

  • Regular research papers (12-16 pages, including references and appendices), presenting original and unpublished research contributions that are not simultaneously submitted to other venues.
  • Short research statements (5-6 pages, including references and appendices), intended to stimulate discussion and collaboration. These submissions may summarize previously published work, present ongoing research, or introduce emerging ideas and perspectives.

All accepted papers will be included in a dedicated volume of CEURWorkshop Proceedings (https://ceur-ws.org), and will also need to be provided in a CEUR-compliant format after acceptance. At least one author of each accepted paper will be required to register for the workshop and present the work.

All submissions must be made through the Microsoft CMT platform (here).

The Microsoft CMT service was used for managing the peer-reviewing process for this conference. This service was provided for free by Microsoft and they bore all expenses, including costs for Azure cloud services as well as for software development and support.

Program
8 November 2026

  • 9:00 - 9:10: Welcome and Introduction
  • 9:10 - 9:50: Invited Keynote Talk - ALFA-Chains
  • 9:50 - 10:50: Technical Paper Session I
  • 10:50 - 11:30: Coffee break
  • 11:30 - 12:30: Technical Paper Session II
  • 12:30 - 12:50: Roundtable Discussion Session
  • 12:50 - 13:00: Closing Remarks

Venue

The CIKM 2026 will be held in Rome, Italy Please refer to the Conference Venue and Travel Information on the CIKM 2026 website for any additional information.