{"type":"ScholarlyArticle","title":"Trustworthy AI for Post-Stroke Care","authors":[{"name":"Victor F. Lopes de Souza","slug":"victor-f-lopes-de-souza","given":"Victor F.","family":"Lopes de Souza","affiliation":""}],"abstract":"As AI systems are increasingly deployed in high-stakes settings, two concerns become particularly important: cautiousness (awareness of model limitations for risk-aware decisions) and explainability (providing human-understandable justifications). My PhD research develops methods that enable both, from theoretical and application perspectives. On the theoretical side, I formalize cautious and interpretable models for multiple uncertainty frameworks, with algorithms for explanation and preference elicitation under uncertainty. On the application side, I implement these methods in post-stroke rehabilitation, designing AI systems that analyze multimodal clinical data to support individualized rehabilitation planning.","doi":"10.24963/ijcai.2026/945","url":"https://ijcai.org/proceedings/2026/945","pdf":"https://ijcai.org/proceedings/2026/0945.pdf","markdown":"https://ijcai.org/proceedings/2026/945.md","bibtex":"https://ijcai.org/proceedings/2026/bibtex/945","volume":{"slug":"2026","title":"Proceedings of the Thirty-Fifth International Joint Conference on Artificial Intelligence","short_title":"IJCAI 2026","url":"https://ijcai.org/proceedings/2026/","year":2026,"location":"Bremen, Germany","dates":"15-21 August 2026","editors":"Diego Calvanese","isbn":"978-1-956792-09-6","publisher":"International Joint Conferences on Artificial Intelligence Organization","doi_prefix":"10.24963/ijcai.2026"},"section":"Doctoral Consortium","track":"Doctoral Consortium","number":945,"pages":{"first":8333,"last":8334},"keywords":["AI Ethics, Trust, Fairnes: Explainability and interpretability","AI Ethics, Trust, Fairnes: Trustworthy AI","Humans and AI: Applications","Uncertainty in AI: Uncertainty representations"],"videos":[],"references":[],"license_note":"Copyright International Joint Conferences on Artificial Intelligence."}