Selected Publications SEE ALL PUBLICATIONS > Concept-Level Explainability for Auditing & Steering LLM Responses Kenza Amara, Rita Sevastjanova, Mennatallah El-Assady. PDF Cite URL Why context matters in VQA and Reasoning: Semantic interventions for VLM input modalities Kenza Amara, Lukas Klein, Carsten Lüth, Paul Jäger, Hendrik Strobelt, Mennatallah El-Assady. PDF Cite URL SyntaxShap: Syntax-aware Explainability Method for Text Generation Kenza Amara, Rita Sevastjanova, Mennatallah El-Assady. PDF Cite URL Challenges and opportunities in text generation explainability Kenza Amara, Rita Sevastjanova, Mennatallah El-Assady. PDF Cite URL GInX-Eval: Towards In-Distribution Evaluation of Graph Neural Network Explanations Kenza Amara, Mennatallah El-Assady, Rex Ying. PDF Cite URL A substructure-aware loss for feature attribution in drug discovery Journal of Cheminformatics Kenza Amara, Jose Jimenez Luna, Raquel Rodriguez Perez. PDF Cite URL GraphFramEx: Towards Systematic Evaluation of Explainability Methods for Graph Neural Networks Kenza Amara, Rex Ying, Ce Zhang. PDF Cite URL Nearest neighbor search with compact codes: A decoder perspective ICMR'22 Kenza Amara, Matthijs Douze, Alexandre Sablayrolles, Hervé Jégou. PDF Cite URL