This is

Amir Ezzati

Sharif University of Technology, Tehran, Iran· am.ezzati@ce.sharif.edu

I'm a Master's student in Computer Engineering with a focus on Artificial Intelligence and Bioinformatics, currently working as a Research Assistant at Sharif University of Technology.

My research broadly focuses on the trustworthiness and reliability of machine learning systems. In this context, I investigate challenges in vision-language models (VLMs), such as hallucination and limited reasoning capabilities, which directly impact their reliability and alignment with real-world expectations. I'm also exploring the application of AI in medicine, with a focus on developing trustworthy medical AI systems and advancing toward medical AGI—models capable of safely understanding and reasoning over complex medical images.

With a strong foundation in computer science, mathematics, and machine learning, I bring both depth and adaptability to AI research across a variety of domains.


Experience

Research Assistant

Graduate researcher

Dept. Computer Engeenireing, Sharif University of Technology
Robust and Interpretable Machine Learning (RIML) Lab
Superviser : Dr MH Rohban
Working on:
LVLM Hallucination Challenge
Modality Collapse in MLLM
OOD Generalization
Medical Image Analysis
Sep 2023 - Present

Undergraduate researcher

Dept. Computer Engeenireing, University of Guilan
Superviser : Dr SA Mirroshandel
Worked on:
Meta learning
Machine Translation
Medical Image Analysis
Jun 2022 - Sep 2023

Education

Sharif University of Technology

Master of Science , Computer Engineering
Minor: Artificial Intelligence & Bioinformatics

Grade: 18.98/20

Sep 2023 - Present

University of Guilan

Bachelor of Science , Computer Engineering

Grade: 19.26/20

Sep 2019 - Aug 2023

Research Interests & Skills

Machine Learning

Deep Learning

OOD Generalization / Robustness

LVLM Hallucination Detection & Mitigation

Modality Collapse in LVLMs

Medical Image Analysis

Programming Languages & Tools

Machine learning tools

Pytorch, Tensorflow, Keras, Scikit-learn, LangChain, MLfow, Wandb
Numpy, Pandas, matplotlib, Seaborn, OpenCV

Other Technologies

FastAPI, Django, MongoDB, PosgreSQL