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Publications
- Belona Sonna, Alban Grastien. Bridging AI and Clinical Reasoning: Abductive Explanations for
Alignment on Critical Symptoms. In Procedings of Adaptive Learning and Intelligent Systems at the 2026 Australasian Computer Science Week (ACSW 2026).[Link, Slides].
- Belona Sonna, Alban Grastien, Claire Benn. Beyond Verification: Abductive Explanations for Post-AI Assessment of Privacy Leakage. In Proceedings of The Workshop on Post-AI Formal Methods @ AAAI-26.[Link, Slides].
- Belona Sonna, Alban Grastien. On Explaining Proxy Discrimination and Unfairness in Individual Decisions Made by AI Systems. In Proceedings of Australasian Joint Conference in Artificial Intelligence 2025 (AJCAI 2025). [Link, Slides, Poster]
- Belona Sonna, Alain Momo and Alban Grastien. Formal Abductive Explanations for Navigating Mental Health Help-Seeking and
Diversity in Tech Workplaces. In Proceedings of Empowering Women of Colour in AI-Driven Mental Health Research @ IJCAI-25. Best Paper Award of the Workshop [Slides, Award]
- Belona Sonna and Alban Grastien. 2024. Can Unfairness in ML Decision-Making Processes be Assessed Through the Lens of Formal Explanations?. In Proceedings of XAI 2024 workshop @ IJCAI. [Link]
- Gadosey Pius Kwao, Deborah Dormah Kanubala, and Belona Sonna. 2023. AI Ethics Education for Future African Leaders. In book: AI Ethics in Higher Education: Insights from Africa and Beyond (pp.87-101). [Link]
- Ezinne Nwankwo and Belona Sonna. 2019. Africa’s social contract with AI. XRDS 26, 2 (Winter 2019), 44–48. [Link].
- Full list available through my Google Scholar Profile
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