Siren

Società Italiana Reti Neuroniche

Human-Centred Approaches Towards Responsible AI

Special Session of the 33rd Italian Workshop on Neural Networks WIRN 2025 June 4-6, 2025, Vietri sul Mare, Salerno, Italy.

 

Session Overview:

As Artificial Intelligence (AI) techniques continue to shape diverse domains, ensuring their alignment with human needs, ethical considerations, and societal impact is paramount. This special session will focus on the intersection of human-centred design and cutting-edge developments in neural networks, evolutionary computation, deep learning architectures, and cognitive modelling. By fostering a multidisciplinary discussion, we aim to bridge theoretical advances with real-world applications to ensure that AI technologies evolve in an interpretable, inclusive and ethically sound manner.

Topics:
We welcome contributions on a broad spectrum of topics related to human-centred approaches in Artificial Intelligence, including but not limited to:

  • Ethical and Trustworthy AI: Methods for explainability and interpretability in deep learning models, ensuring fairness, transparency, and accountability in AI-driven decision-making.
  • AI for Healthcare and Well-being: Applications of neural networks and bio-inspired AI for patient monitoring, diagnostics, mental health support, and ambient assistive living.
  • Social Good and AI for Inclusion: Developing intelligent systems to empower marginalized communities, enhance accessibility, and promote digital inclusivity, including speech, gaze, and gesture recognition for assistive technologies
  • Legal and Regulatory Frameworks: Examining AI governance, legal compliance, and ethical considerations in deploying AI technologies in sensitive domains such as finance, justice, and social policy.
  • AI for Environmental Sustainability: Leveraging computational intelligence for optimizing resource consumption, monitoring climate change, and designing energyefficient AI models with a reduced carbon footprint.
  • Social Media and Digital Ethics: Addressing challenges in misinformation detection, content moderation, and user interaction through interpretable AI models for social media platforms.
  • Intelligent Human-Machine Interaction: Innovations in embodied conversational agents, intelligent dialogue systems, and adaptive interfaces that enhance human engagement and trust in AI.
  • Brain-Computer Interfaces and Human Cognition: Exploring how computational intelligence can model human emotions, consciousness, and cognitive processes for applications in neuroscience and psychology.
  • Generative AI for Augmented Data: Ethical considerations in synthetic dataset creation for AI training, ensuring bias mitigation and data integrity.
  • Secure and Privacy-Preserving AI: Techniques for safeguarding personal data in AIdriven applications, including de-identification strategies, federated learning, and adversarial robustness.

 

This session seeks to bring together researchers, practitioners, and policymakers to discuss the evolving landscape of Artificial Intelligence and its implications for society. We encourage submissions that emphasize both theoretical insights and practical applications to advance human-centred AI.

 

Submission Types

 

We invite a wide range of contributions from experts, researchers, PhD students, and practitioners, including:

  • Research Papers: Original research that advances the field of trustworthy and humancentred AI;
  • Position Papers: Opinions, perspectives, or theoretical discussions on current trends, challenges, and future directions in the domain;
  • Review Papers: Comprehensive reviews that synthesize recent developments, methodologies, and applications in the field, providing insights into future research avenues.

All the submitted papers will be reviewed by the program committee and will be presented during the special session. As this is a special session, accepted contributions will be published as part of the main workshop proceedings. Each paper must comply with the Spinger conference paper format (https://www.springer.com/gp/computerscience/lncs/conference-proceedings-guidelines) and must not exceed 13-15 pages. The paper submission is through Easy Chair (https://easychair.org/conferences/?conf=wirn2025).

For more information, don’t hesitate to contact the special session organisers.

 

Important Dates

 

The special session follows the main conference dates:

    • Paper Submission deadline: May 1, 2025 (only an extended abstract!)
    • Notification of acceptance: May 20, 2025
    • Camera-ready copy: June 1, 2025
    • Conference Dates: June 4-6, 2025
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For further information, please refer to the main website of the conference (https://www.sirenneural-net.it/wirn-2025/).

 

Special Session Chairs

 

Stefano Marrone is a Senior Research Fellow and Tenured Assistant Professor at the University of Naples Federico II, specializing in AI since 2012. He has a Ph.D. in Information Technology and Electrical Engineering, focused on Trustworthy AI. His expertise includes Pattern Recognition, Computer Vision, and Natural Language Processing, with applications in biomedical imaging, remote sensing, and forensics. Recently, he has concentrated on the ethical aspects of AI, particularly ethics, fairness, and privacy. Marrone has authored numerous papers and led international projects in these areas. He has held positions as a visiting researcher and collaborated with various European institutions, enhancing his teaching and research impact. He is actively involved in several educational programs at different levels and plays a pivotal role in the Human-Centred Artificial Intelligence Masters (HCAIM) program funded by the European Commission. Additionally, Marrone has published extensively and received multiple awards for his research, including notable achievements in international competitions and significant grants for AI development projects.

 

Lidia Marassi is a Ph.D. candidate in Artificial Intelligence at the University of Naples Federico II, specializing in the ethics of AI, with a focus on generative AI models and their societal impact. Her research explores the intersection of technology and ethics, particularly examining trustworthy AI, fairness, and the alignment of AI development with ethical and legal principles. She holds a master’s degree in philosophy, a master’s degree in human-Centred AI and is one of the CINI AI-IS national experts for Uninfo, working on the activities focused on the standardization of ethical and social implications of AI for the CEN/CENELEC agency.