About Me
I am an incoming Ph.D. student in the Department of Electrical & Computer Engineering at the University of Maryland, College Park, advised by Prof. Sanghamitra Dutta. Prior to this, I completed my B.Sc. in Electrical and Electronic Engineering at the Bangladesh University of Engineering and Technology, where my research focused on developing a Vision Language Model for dermatological assistance under the supervision of Prof. Mohammad Ariful Haque.
I currently work as a Machine Learning Engineer at Advanced Chemical Industries Limited. I also worked as an Adjunct Lecturer at BUET’s Department of EEE for 1 semester.
Research Interests
- Efficient AI: model compression, efficient inference, lightweight architectures
- Trustworthy AI: robustness, fairness, interpretability
- Theoretical ML: information theory, learning theory
- Multimodal Learning: vision-language models, medical AI
- Reinforcement Learning: decision-making, sequential learning
News
- [Nov. 2025] Joined BUET as Adjunct Lecturer, Department of EEE.
- [Oct. 2025] GRPO++ uploaded to arXiv as a preprint.
- [Aug. 2025] CLARIFY uploaded to arXiv as a preprint.
- [Aug. 2025] Awarded 1st Runner-Up at the BEAR Summit 2025 AI Poster Competition.
- [Jul. 2025] Compression Strategies for Efficient Multimodal LLMs in Medical Contexts uploaded to arXiv as a preprint.
- [Jun. 2025] Two papers accepted at the 2nd Int’l Conf. on Next-Gen Computing, IoT and Machine Learning (NCIM 2025).
- [Jun. 2025] Presented at Robotics Bootcamp 2025 at BUET (PID Control for Robotics).
- [Apr. 2025] Joined Advanced Chemical Industries Limited as a Machine Learning Engineer.
- [Mar. 2025] Completed my B.Sc. in EEE from BUET.
Email: aranyasaha932 (at) gmail.com
For more details, see my publications, research, projects, and experience pages.
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