Workshop on

Risks and Unintended Harms of Generative AI Systems

📍 Turin, Italy

🤝 Held as part of the 4th Italian Conference on Big Data and Data Science (ITADATA2025)

📅 9-11 September 2025

About the workshop

As generative AI systems such as large language models and synthetic media generators become deeply integrated into big data ecosystems—spanning journalism, governance, healthcare, cybersecurity, and other critical sectors—, they introduce complex challenges and critical questions around trust, governance, and harm mitigation.

This half-day workshop addresses the intersection of generative AI and big data from both technical and ethical perspectives. This workshop aims to bring together researchers, practitioners, and policymakers to discuss unintended consequences of generative AI, explore real-world failure scenarios, and collaboratively identify solutions.

The workshop includes a keynote and/or an interactive panel with audience Q&A, and lightning talks selected through an open call.

We invite lightning talk submissions that bring forward original insights, early-stage ideas, case studies, and provocations. The workshop will foster interactive discussion and interdisciplinary exchange, with the goal of shaping a research and policy agenda for responsible generative AI integration in data science and big data environments.

Themes and topics

We will examine the ways in which generative technologies may disrupt core components of the data lifecycle—from collection to reporting—and investigate emerging approaches to mitigate their potential harms.

Topics of interest include, but are not limited to:
  • Failures, biases, and unintended consequences in generative AI models.
  • Data assurance and trust in generative content.
  • Transparency, red-teaming, and risk mitigation techniques.
  • Impact on data protection, provenance, and auditability.
  • Policy and regulatory responses to synthetic media and AI-generated content.
  • Detection and prevention of malicious uses of generative AI (e.g., deepfakes, fraud, misinformation).
  • Governance models for safe and ethical deployment of generative systems.
  • Trustworthiness and interpretability in AI-enhanced big data applications.
Turin, Italy

Where

ITADATA2025

Co-located

9-11 September 2025

When

Submissions

SUBMISSION GUIDELINES

Important dates
  • Paper submission due: July 28, 2025 AoE.
  • Notification: August 16, 2025 AoE.
  • Camera-ready: September 1, 2025 AoE.

What to submit

We welcome the following types of submissions:
  • Regular papers (at least 5 pages, up to 12 pages, excluding references): novel original presenting complete and mature work that has not been published or submitted elsewhere.
  • Short papers (at least 5 pages, up to 8 pages, excluding references): novel, original research presenting preliminary results or ongoing work that has not been published or submitted elsewhere.
  • Extended abstracts (at least 5 pages, excluding references): ongoing projects, new ideas, or early-stage results.
  • Non-archival papers: relevant work recently accepted or currently submitted at other venues, including abstracts, discussion papers, critical reviews of recently published work, position papers, and presentations of ongoing or incomplete research.

How to submit

  • Formatting and submission: Papers must be written in English and formatted using the CEURART style required for publication with CEUR-WS (You can find the Overleaf LaTeX template here). Submissions must be uploaded in PDF format through the Microsoft CMT system at https://cmt3.research.microsoft.com/ITADATA2025 by selecting the option "Workshop: Risks and Unintended Harms of Generative AI Systems" when creating a new submission.
  • Publication: Accepted papers will be published in an open-access volume of the CEUR Proceedings. The proceedings will include only original contributions (regular papers, short papers, and extended abstracts of at least 5 pages). Non-archival submissions can present relevant work recently accepted or currently submitted at other venues. At least one author of each accepted paper must register for the workshop and present the paper.

Program

CHECK OUR PROGRAM

Time Activity
09:00–09:10 🌟 Welcome and Introduction
09:10–09:50 🎤 Keynote: Valerio Basile, University of Turin

Title: TBA

Abstract: TBA

09:50–10:50 ⚡ Lightning Talks: Selected short presentations from submissions
11:00–11:30 ☕ Coffee Break (and informal networking)
11:30–12:30 👥 Panel
12:30 ✨ Closing Remarks

Organization

ORGANIZERS

Stefano Cirillo

University of Salerno, Italy

Eliana Pastor

Politecnico di Torino, Italy

Francesco Pierri

Politecnico di Milano, Italy

Serena Tardelli

IIT-CNR, Italy

PROGRAM COMMITTEE

Lorenzo Alvisi, IMT School for Advanced Studies Lucca, Italy
Gianluca Bonifazi, UniversitĂ  Politecnica delle Marche, Italy
Gaetano Cimino, UniversitĂ  degli studi di Salerno, Italy
Francesco Corso, Politecnico di Milano, Italy
Nicolò Fontana, Politecnico di Milano, Italy
Weiwei Jiang, Beijing University of Posts and Telecommunications
Valerio La Gatta, Northwestern University
Luca Luceri, University of Southern California
Lorenzo Mannocci, University of Pisa, Italy
Benedetta Tessa, University of Pisa, Italy
Luca Virgili, UniversitĂ  Politecnica delle Marche, Italy
This event was in part organised as part of the SoBigData.it project (Prot. IR0000013 - Call n. 3264 of 12/28/2021) initiatives aimed at training new users and communities in the usage of the research infrastructure (SoBigData.eu).