TopoText: Interactive Digital Mapping of Literary Text. - Randa El Khatib; Julia El Zini; David Joseph Wrisley; Mohamad Jaber 001; Shady Elbassuoni (COLING (Demos), 2016)

Distributed lifelong reinforcement learning with sub-linear regret. - Rasul Tutunov; Julia El Zini; Haitham Bou-Ammar; Ali Jadbabaie (CDC, 2017)

Towards A Deep Learning Question-Answering Specialized Chatbot for Objective Structured Clinical Examinations. - Julia El Zini; Yara Rizk; Mariette Awad; Jumana Antoun (IJCNN, 2019)

An Optimized and Energy-Efficient Parallel Implementation of Non-Iteratively Trained Recurrent Neural Networks. - Julia El Zini; Yara Rizk; Mariette Awad (CoRR, 2019)

BAR - A Reinforcement Learning Agent for Bounding-Box Automated Refinement. - Morgane Ayle; Jimmy Tekli; Julia El Zini; Boulos El Asmar; Mariette Awad (AAAI, 2020)

Change Your Singer: A Transfer Learning Generative Adversarial Framework for Song to Song Conversion. - Rema Daher; Mohammad Kassem Zein; Julia El Zini; Mariette Awad; Daniel C. Asmar (IJCNN, 2020)

A Deep Transfer Learning Framework for Seismic Data Analysis: A Case Study on Bright Spot Detection. - Julia El Zini; Yara Rizk; Mariette Awad (IEEE Trans. Geosci. Remote. Sens., 2020)

A Progressive and Cross-Domain Deep Transfer Learning Framework for Wrist Fracture Detection. - Christophe Karam; Julia El Zini; Mariette Awad; Charbel Saade; Lena Naffaa; Mohammad El Amine (J. Artif. Intell. Soft Comput. Res., 2021)

An Optimized Parallel Implementation of Non-Iteratively Trained Recurrent Neural Networks. - Julia El Zini; Yara Rizk; Mariette Awad (J. Artif. Intell. Soft Comput. Res., 2021)

Beyond Model Interpretability: On the Faithfulness and Adversarial Robustness of Contrastive Textual Explanations. - Julia El Zini; Mariette Awad (EMNLP (Findings), 2022)

MTMA-DDPG: A Deep Deterministic Policy Gradient Reinforcement Learning for Multi-task Multi-agent Environments. - Karim Hamadeh; Julia El Zini; Joudi Hajar; Mariette Awad (AIAI (1), 2022)

On the Evaluation of the Plausibility and Faithfulness of Sentiment Analysis Explanations. - Julia El Zini; Mohamad Mansour 002; Basel Mousi; Mariette Awad (AIAI (2), 2022)

CEnt: An Entropy-based Model-agnostic Explainability Framework to Contrast Classifiers' Decisions. - Julia El Zini; Mohamad Mansour 002; Mariette Awad (CoRR, 2023)

On the Explainability of Natural Language Processing Deep Models. - Julia El Zini; Mariette Awad (ACM Comput. Surv., 2023)

On The Potential of The Fractal Geometry and The CNNs Ability to Encode it. - Julia El Zini; Bassel Musharrafieh; Mariette Awad (CoRR, 2024)