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Mohamed Aghzal
محمد أغزال
ⵎⵓⵃⴰⵎⴷ ⴰⵖⵣⴰⵍ

Ph.D. Student George Mason University

maghzal (at) gmu (dot) edu

About Me

I am a Ph.D. student at George Mason University, where I have the fortune of being co-advised by Dr. Ziyu Yao and Dr. Gregory J. Stein. I also collaborate frequently with Dr. Erion Plaku. I am a member of the George Mason NLP Group.

My research focuses on building intelligent agents that can reason, plan, and act in complex real-world environments, with particular emphasis on evaluating and interpreting agent behavior. I aim to understand the failures of LLM agents and the mechanisms behind their decision-making in both physical (e.g. robotics) and digital environments (e.g. web navigation). By combining LLMs with classical planning and applying interpretability techniques, I aim to develop AI agents that are reliable, transparent and safe.

Research Interests

Planning and Reasoning: Planning and reasoning are crucial components of human intelligence, enabling us to navigate complex environments, make informed decisions, and achieve our goals. A central research inquiry in my work involves exploring ways to leverage foundation models to build systems that can reason and plan.
Explainability and Interpretability: As AI agents are increasingly used for complex and real-world tasks, it is crucial to develop methods for better explaining their decision-making processes in order to develop safer and more reliable systems.
Causal Inference: A crucial aspect of human intelligence is our capacity to discern cause-effect relationships and construct causal models of the world. This ability allows us to understand, predict, and manipulate our environment effectively and transfer this knowledge into novel situations. My goal is to develop systems that can reason in terms of causal relationships, mirroring this fundamental human cognitive skill.

News

Publications

  1. ACL 2026
    Why Do LLM-based Web Agents Fail? A Hierarchical Planning Perspective
    Mohamed Aghzal, Gregory J. Stein, Ziyu Yao
    The 64th Annual Meeting of the Association for Computational Linguistics (ACL 2026)
  2. ArXiv
    A Survey on Large Language Models for Automated Planning
    Mohamed Aghzal, Erion Plaku, Gregory J. Stein, Ziyu Yao
    ArXiv:2502.12435
  3. CVPR 2025
    Evaluating Vision-Language Models as Evaluators in Path Planning
    Mohamed Aghzal, Xiang Yue, Erion Plaku, Ziyu Yao
    The IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) 2025
  4. CASE 2024
    Look Further Ahead: Testing the Limits of GPT-4 in Path Planning
    Mohamed Aghzal, Erion Plaku, Ziyu Yao
    IEEE 20th International Conference on Automation Science and Engineering
  5. LLMAgents@ICLR
    Can Large Language Models be Good Path Planners? A Benchmark and Investigation on Spatial-temporal Reasoning
    Mohamed Aghzal, Erion Plaku, Ziyu Yao
    ICLR Workshop on LLM Agents, 2024
  6. Cogn. Comput. 2024
    Investigating Offensive Language Detection in a Low‑Resource Setting with a Robustness Perspective
    Israe Abdellaoui, Anass Ibrahimi, Mohamed Amine El Bouni, Asmaa Mourhir, Saad Driouech, Mohamed Aghzal
    Big Data and Cognitive Computing
  7. MASC-SLL 2023
    English to Linear Temporal Logic Translation using Neural Language Models [Poster]
    Mohamed Aghzal, Ziyu Yao, Erion Plaku
    The 10th Mid-Atlantic Student Colloquium on Speech, Language and Learning (MASC-SLL 2023)
  8. CiST
    Compact Transformer-based Language Models for the Moroccan Darija
    Mohamed Aghzal, Mohamed Amine El Bouni, Saad Driouech and Asmaa Mourhir
    7th IEEE Congress on Information Science and Technology (CiSt)
  9. ACLing 2021
    Distributional Word Representations for Code-Mixed Text in Moroccan Darija
    Mohamed Aghzal, Asmaa Mourhir
    Procedia Computer Science
  10. ICDS 2020
    Early diagnosis of Parkinson’s disease based on handwritten patterns using deep learning
    Mohamed Aghzal, Asmaa Mourhir
    2020 IEEE Fourth International Conference On Intelligent Computing in Data Sciences (ICDS 2020)


    Experience

    01/2023 - : Graduate Research Assistant at George Mason University, Fairfax, VA, USA
    08/2022 - : Graduate Teaching Assistant at George Mason University, Fairfax, VA, USA
    09/2021 - 08/2022: Adjunct Faculty Member at Al Akhawayn University, Ifrane, Morocco
    06/2021 - 08/2021: Research Intern at Attijariwafa Bank, Casablanca, Morocco
    06/2020 - 08/2022: Research Assistant at Al Akhawayn University in Ifrane, Morocco

    Teaching

    CS 310 - Data Structures: Graduate Teaching Assistant (Fall 2023, Spring 2026)
    CS 262 - Introduction to Low Level Programming: Lab Instructor (Fall 2022, Spring 2023)
    CSC 3326 L - Database Systems: Instructor (Fall 2021)
    CSC 1401 L - Computer Programming: Instructor (Fall 2021, Spring 2022, Summer 2022)
    CSC 2303 - Object-Oriented Programming: Group Tutor (Fall 2019, Spring 2021)
    CSC 4399 - Deep Learning: Teaching Assistant (Fall 2018, Fall 2020)
    CSC 2302 - Data Structures: Grader (Spring 2019)
    CSC 1400 - Introduction to Computers: Grader (Spring 2019)
    CSC 1401 - Computer Programming: Grader (Fall 2018)
    CSC 2303 - Object-Oriented Programming: Grader (Fall 2018)

    Services

    Reviewer: IEEE CiST 2023, IEEE CASE 2024, EMNLP 2024 , IROS 2025 , ACL 2025
    Secondary Reviewer: NeurIPS 2023, CoLM 2025