Joyanta J. Mondal / জয়ন্ত মন্ডল

Joyanta J. Mondal / জয়ন্ত মন্ডল

he / himM.S. in Computer ScienceDallas, TX, USA
mjoyanta (dot) cs [at] gmail (dot) com [why?]

I am a researcher from Dhaka, Bangladesh, based in Dallas, Texas. I received my M.S. in Computer Science from the University of Delaware.

Outside research: avid gamer (known by the in-game name LePotatoGuy), traveller, anime and comic enthusiast, cyclist, and a chess player rated ~400 (which means I lose often and confidently). For more about me, visit here.

Fun facts: I've visited nearly half the states in the U.S., and my Erdős number is 4.

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Photo of Joyanta J. Mondal

Research Interest

My earlier research focused on developing lightweight and deployable machine learning systems, particularly computer vision under resource constraints for medical imaging and environmental sensing. I'm now extending this focus toward trustworthy and reliable AI, studying how foundation models can be adapted and evaluated while continuing my work in medical imaging. My interests include parameter-efficient fine-tuning, evidence-grounded reasoning and memory in large language models, reliable model evaluation, and reinforcement learning for structured learning and decision-making.

Applied Efficient AI Deep Learning Computer Vision Medical Imaging Cloud Computing AI for Social Good Reinforcement Learning Trustworthy AI
Latest

News

Older news
  • Aug 2025 Op-EdOp-Ed published in The Daily Star on responsible AI use in education. [Link]
  • Jul 2025 PaperBAMPolyp (Mamba-based polyp segmentation) accepted at CVAMD @ ICCV 2025.
  • May 2025 PaperTwo-step copyright-aware image generation model accepted at IFIP Summer School on Privacy and Identity Management.
  • May 2025 AwardAwarded Quality Journal Publication Award from BRAC University.
  • Apr 2025 PaperGCN+Transformer model for CB2 receptor ligand activity prediction accepted at IJCNN. [Link]
  • Mar 2025 ReviewInvited as reviewer at NeurIPS 2025.
  • Jan 2025 PaperAdversarial attacks paper (ET DeepFool) accepted at Nature Scientific Reports.
  • Dec 2024 FellowshipSelected for NSF-funded NRT-MIDAS fellowship program.
  • Oct 2024 PaperInvolution Fused ConvNet for ASD eye-tracking classification accepted at EAAI.
  • Aug 2024 EnrollmentStarted graduate studies at the University of Delaware.
  • Feb 2023 Op-EdOp-Ed published in The Daily Star on ChatGPT in education. [Link]
Research

Selected Publications

Research Agenda Full list on Google Scholar
ICCVW 2025 • CVAMD Workshop
BAMPolyp: Bi-Axial Mamba Bottleneck for Gastrointestinal Polyp Segmentation PDF
Md Farhadul Islam, Tashik Ahmed, Partho Chanda, Joyanta Jyoti Mondal, Meem Arafat Manab, Sarah Zabeen, Jannatun Noor
DOI: 10.1109/ICCVW69036.2025.00118
Nature Scientific Reports • 2025
Tailoring Adversarial Attacks on Deep Neural Networks for Targeted Class Manipulation Using DeepFool Algorithm Paper
S. M. Fazle Rabby Labib, Joyanta Jyoti Mondal, Meem Arafat Manab, Sarfaraz Newaz, Xi Xiao
DOI: 10.1038/s41598-025-87405-w
Engineering Applications of Artificial Intelligence • 2024
Involution Fused Convolution for Classifying Eye-Tracking Patterns of Children with Autism Spectrum Disorder PDF
Md. Farhadul Islam, Joyanta Jyoti Mondal*, Meem Arafat Manab*, Sarah Zabeen, Fardin Bin Rahman, Md. Zahidul Hasan, Farig Sadeque, Jannatun Noor
DOI: 10.1016/j.engappai.2024.109475  •  * Equal contribution
Nature Scientific Reports • 2023
Unmasking the Invisible: Finding Location-Specific Aggregated Air Quality Index with Smartphone-Captured Images Paper
Joyanta Jyoti Mondal*, Md. Farhadul Islam*, Raima Islam, Nowsin Kabir Rhidi, Sarfaraz Newaz, Meem Arafat Manab, A. B. M. Alim Al Islam, Jannatun Noor
DOI: 10.1038/s41598-023-51015-1  •  * Equal contribution
IEEE Access • 2024
Sherlock in OSS: A Novel Approach of Content-Based Searching in Object Storage System Paper
Jannatun Noor, Md. Sadiqul Islam Sakif, Joyanta Jyoti Mondal, Mir Rownak Ali Uday, Rizwanul Haque Ratul, Sriram Chellappan, A. B. M. Alim Al Islam
DOI: 10.1109/ACCESS.2024.3401074
IEEE Transactions on Cloud Computing • 2022
Orchestrating Image Retrieval and Storage over a Cloud System PDF
Jannatun Noor, Joyanta Jyoti Mondal*, Md Nazrul Huda Shanto*, Md Golam Hossain, Sriram Chellappan, A. B. M. Alim Al Islam
DOI: 10.1109/TCC.2022.3162790  •  * Equal contribution
ACM COMPASS 2023
'Khep': Exploring Factors that Influence the Preference of Contractual Rides to Ride-Sharing Apps in Bangladesh Paper
Aditto Baidya Alok, Hasibul Sakib, Shamsil Arafin Ullah, Fardin Huq, Riya Ghosh, Joyanta Jyoti Mondal, Md Sadiqul Islam Sakif, Jannatun Noor
DOI: 10.1145/3588001.3609361
ACM COMPASS 2022
PLeaD-Net: Identifying Plant Leaf Diseases through Leveraging Limited-Resource Deep Convolutional Neural Network PDF
Joyanta Jyoti Mondal*, Md Farhadul Islam*, Sarah Zabeen, A. B. M. Alim Al Islam, Jannatun Noor
DOI: 10.1145/3530190.3534844  •  * Equal contribution
Recognition

Honors & Awards

Aug 2026
Quality Journal Publication Award
BRAC University
May 2025
Quality Journal Publication Award
BRAC University
Dec 2024
NRT-MIDAS Fellowship
NSF-Funded Program, University of Delaware
2022 – 2024
NSF Research Support
US National Science Foundation (Grant: 2014547)
Aug 2023
Blazer Graduate Research Fellowship
University of Alabama at Birmingham Graduate School
Dec 2022
Runner-Up, Best Research Poster Award
9th International Conference on Networking, Systems and Security (NSysS 2022)
2022
Travel & Participation Grant Fellowship
ACM SIGCHI (for ACM COMPASS 2022)
Service

Reviewer Work

Competencies

Skills

Programming Languages
Python Java PHP SQL JavaScript
ML / DL Frameworks
PyTorch TensorFlow Keras Django
Python Libraries
NumPy Pandas Matplotlib OpenCV Seaborn
Developer Tools & Cloud
Git Docker AWS Heroku VMware KVM VirtualBox
Writing & Productivity
LaTeX Microsoft Office HTML/CSS
Operating Systems
Linux (Ubuntu) Windows

Education

Aug 2024 – Dec 2025

M.S. in Computer Science

University of Delaware
Department of Computer and Information Sciences
Newark, DE, USA
Aug 2023 – Jul 2024

Graduate Studies (Transferred)

University of Alabama at Birmingham
Department of Computer Science
Birmingham, AL, USA
Transferred to University of Delaware. Degree not awarded.
Completed Jan 2023

B.Sc. in Computer Science

BRAC University
Department of Computer Science and Engineering
Dhaka, Bangladesh

Experience

Aug 2024 – Apr 2025

Graduate Teaching Assistant @ University of Delaware

Department of Computer Science
Newark, DE, USA
Courses: CISC220, Data Structures
Jan 2023 – May 2023

Research & Teaching Assistant @ BRAC University

Department of CSE
Dhaka, Bangladesh
Reporting to Prof. Dr. Jannatun Noor and Meem Arafat Manab.
Courses: CSE472 (HCI), CSE474 (Simulation & Modeling), CSE484 (Cloud Computing)
Apr 2022 – Dec 2022

Undergraduate Teaching Assistant @ BRAC University

Department of CSE
Dhaka, Bangladesh
Reporting to Meem Arafat Manab.
Course: CSE474, Simulation and Modeling
Network

Collaborations

My frequent collaborators include Dr. Ibne Farabi Shihab (Amazon), Meem Arafat Manab (researcher, Universidad Politécnica de Madrid, Spain), Md Farhadul Islam (phd researcher, Kentucky), Dr. Jannatun Noor (United International University, Bangladesh), and Dr. A. B. M. Alim Al Islam (BUET, Bangladesh).

Academic Tree

Lineage

I am honored to be part of a distinguished academic lineage connecting to figures such as Isaac Newton, De Morgan, Thomson, and Rutherford.

Academic Lineage of Joyanta J. Mondal