How Cognitive Biases Affect XAI-assisted Decision-making: A Systematic Review. - Astrid Bertrand; Rafik Belloum; James R. Eagan; Winston Maxwell (AIES, 2022)

On Selective, Mutable and Dialogic XAI: a Review of What Users Say about Different Types of Interactive Explanations. - Astrid Bertrand; Tiphaine Viard; Rafik Belloum; James R. Eagan; Winston Maxwell (CHI, 2023)

Questioning the ability of feature-based explanations to empower non-experts in robo-advised financial decision-making. - Astrid Bertrand; James R. Eagan; Winston Maxwell (FAccT, 2023)

AI is Entering Regulated Territory: Understanding the Supervisors' Perspective for Model Justifiability in Financial Crime Detection. - Astrid Bertrand; James R. Eagan; Winston Maxwell; Joshua Brand (CHI, 2024)

Evaluating graph-based explanations for AI-based recommender systems. - Simon Delarue; Astrid Bertrand; Tiphaine Viard (CoRR, 2024)

Misplaced trust in AI : the explanation paradox and the human-centric path. A characterisation of the cognitive challenges to appropriately trust algorithmic decisions and applications in the financial sector. (Confiance déplacée dans l'IA : le paradoxe de l'explication et l'approche centrée sur l'homme. Une caractérisation des défis cognitifs pour faire confiance de manière appropriée aux décisions algorithmiques et applications dans le secteur financier). - Astrid Bertrand (2024)

How to investigate algorithmic-driven risks in online platforms and search engines? A narrative review through the lens of the EU Digital Services Act. - Cecilia Panigutti; Delia Fano Yela; Lorenzo Porcaro; Astrid Bertrand; Josep Soler Garrido (FAccT, 2025)