We are thrilled to invite you to the 2nd Adaptive XAI (AXAI) Workshop, which will take place alongside the ACM IUI 2025 Conference in beautiful Cagliari, Sardinia, Italy on March 24, 2025.
As Artificial Intelligence continues to play a pivotal role in shaping our world, it becomes increasingly critical to ensure seamless communication between humans and AI systems. This workshop focuses on designing adaptive, human-centric interfaces that explain AI decision-making in ways that resonate with diverse users and contexts.
Important Dates
- Submission Deadline: January 13, 2025
- Notification of Acceptance: January 20, 2025
- Camera-Ready Submission: February 10, 2025
- Workshop Date: March 24, 2025
Submission Guidelines
- Length: 5-10 pages
- Format: CEUR-ART 1-column Template
- Submission Portal: AXAI 2025 Submission Website
Workshop Focus
Aligned with the human-centric principles of the Future Artificial Intelligence Research (FAIR) project, this workshop addresses the growing demand for AI systems to provide dynamic, user-adapted explanations. As AI increasingly integrates into everyday life, explanation mechanisms must evolve to accommodate diverse user needs, contexts, and cognitive states, while fostering trust and ethical decision-making.
Topics of Interest
We welcome innovative research and applications in the following areas, among others:
- Personalized XAI Interfaces
- Adaptive systems tailored to individual needs
- Context-aware and user-model-driven explanations
- Novel Interaction Modalities
- Multimodal and immersive explanation interfaces
- Visual languages for AI communication
- Ethical Considerations
- Transparency, trust, and user autonomy
- Fairness in adaptive systems
- Domain-Specific Applications
- XAI solutions in healthcare, finance, and autonomous systems
- Evaluation Methodologies
- Frameworks and metrics for assessing explanation quality
- User studies and empirical validation
- Over-reliance & Automation Bias
- Balancing trust with critical thinking
- Strategies for maintaining user engagement
- Large Language Models (LLMs) in XAI
- Generating human-understandable explanations
- Integrating LLMs with adaptive frameworks
- Interactive Machine Learning
- Real-time adjustments and user-in-the-loop systems
- Hybrid Decision-Making Frameworks
- Enhancing human-AI collaboration through adaptive support
Organizing Committee
- Tommaso Turchi (University of Pisa)
- Alessio Malizia (University of Pisa)
- Fabio Paternò (CNR-ISTI, Pisa)
- Simone Borsci (University of Twente)
- Alan Chamberlain (University of Nottingham)
- Andrew Fish (University of Liverpool)
Additional Information
Visit the AXAI 2025 Workshop Website for updates and details.
For inquiries, please contact Tommaso Turchi at tommaso.turchi@unipi.it
Why Attend?
Join us in Cagliari, Sardinia, to collaborate with experts, explore cutting-edge research, and shape the future of adaptive AI interfaces. Don’t forget to share this exciting opportunity with colleagues and relevant communities!
We look forward to seeing you at AXAI 2025!