ReforesTree: A Dataset for Estimating Tropical Forest Carbon Stock with Deep Learning and Aerial Imagery. - Gyri Reiersen; David Dao; Björn Lütjens; Konstantin Klemmer; Kenza Amara; Attila Steinegger; Ce Zhang 001; Xiaoxiang Zhu 001 (AAAI, 2022)

GraphFramEx: Towards Systematic Evaluation of Explainability Methods for Graph Neural Networks. - Kenza Amara; Zhitao Ying; Zitao Zhang; Zhichao Han 001; Yang Zhao; Yinan Shan; Ulrik Brandes; Sebastian Schemm; Ce Zhang 001 (LoG, 2022)

Nearest Neighbor Search with Compact Codes: A Decoder Perspective. - Kenza Amara; Matthijs Douze; Alexandre Sablayrolles; Hervé Jégou (ICMR, 2022)

GraphFramEx: Towards Systematic Evaluation of Explainability Methods for Graph Neural Networks. - Kenza Amara; Rex Ying; Zitao Zhang; Zhihao Han; Yinan Shan; Ulrik Brandes; Sebastian Schemm; Ce Zhang 001 (CoRR, 2022)

GInX-Eval: Towards In-Distribution Evaluation of Graph Neural Network Explanations. - Kenza Amara; Mennatallah El-Assady; Rex Ying (CoRR, 2023)

Generative Explanations for Graph Neural Network: Methods and Evaluations. - Jialin Chen; Kenza Amara; Junchi Yu; Rex Ying (CoRR, 2023)

Generative Explanation for Graph Neural Network: Methods and Evaluation. - Jialin Chen; Kenza Amara; Junchi Yu; Rex Ying (IEEE Data Eng. Bull., 2023)

Explaining compound activity predictions with a substructure-aware loss for graph neural networks. - Kenza Amara; Raquel Rodríguez-Pérez; José Jiménez-Luna (J. Cheminformatics, 2023)

SyntaxShap: Syntax-aware Explainability Method for Text Generation. - Kenza Amara; Rita Sevastjanova; Mennatallah El-Assady (ACL (Findings), 2024)

PowerGraph: A power grid benchmark dataset for graph neural networks. - Anna Varbella; Kenza Amara; Blazhe Gjorgiev; Mennatallah El-Assady; Giovanni Sansavini (NeurIPS, 2024)

Challenges and Opportunities in Text Generation Explainability. - Kenza Amara; Rita Sevastjanova; Mennatallah El-Assady (xAI (1), 2024)

PowerGraph: A power grid benchmark dataset for graph neural networks. - Anna Varbella; Kenza Amara; Blazhe Gjorgiev; Giovanni Sansavini (CoRR, 2024)

iToT: An Interactive System for Customized Tree-of-Thought Generation. - Alan Boyle; Isha Gupta; Sebastian Hönig; Lukas Mautner; Kenza Amara; Furui Cheng; Mennatallah El-Assady (CoRR, 2024)

Why context matters in VQA and Reasoning: Semantic interventions for VLM input modalities. - Kenza Amara; Lukas Klein; Carsten T. Lüth; Paul Jäger 002; Hendrik Strobelt; Mennatallah El-Assady (CoRR, 2024)

Concept-Level Explainability for Auditing & Steering LLM Responses. - Kenza Amara; Rita Sevastjanova; Mennatallah El-Assady (CoRR, 2025)