Joyanta J. Mondal / জয়ন্ত মন্ডল
Photo of Joyanta J. Mondal

Joyanta J. Mondal / জয়ন্ত মন্ডল

he / himDallas, TX, USA
mjoyanta (dot) cs [at] gmail (dot) com [why?]

I’m a researcher from Dhaka, Bangladesh, with an M.S. in Computer Science from the University of Delaware.

My research focuses on efficient and trustworthy AI. I study how language models can be adapted and compressed with limited computation, and how to evaluate whether their predictions are reliable. This includes parameter-efficient fine-tuning, model pruning, and uncertainty estimation. I’m particularly interested in understanding the tradeoffs between efficiency and prediction quality. I’m also interested in reinforcement learning and how learning systems can use feedback to make decisions under uncertainty. I also work on computer vision and medical imaging, with a focus on models that can run with limited computing resources.

My works have been published in premium conferences and journals, including, Scientific Reports, Engineering Applications of Artificial Intelligence, EACL.

Outside research, I’m an avid gamer known as LePotatoGuy, a traveller, anime and comic enthusiast, cyclist, and a chess player rated around 400, which means I lose often and confidently. I’ve visited nearly half the U.S. states, and my Erdős number is 4. You can find more about me outside work.

Scholar GitHub Twitter Stack Overflow YouTube

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 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]

Selected Publications

Research Agenda Full list on Google Scholar
EACL 2027 • Main Conference • Core A

FlowNeg: GFlowNet-Guided Diverse Hard Negative Sampling for Knowledge Graph Embedding

Ibne Farabi Shihab*, Naoshin Anzum Hridi*, Joyanta Jyoti Mondal
Paper
DOI: TBA  •  * Equal contribution
ICCVW 2025 • CVAMD Workshop

BAMPolyp: Bi-Axial Mamba Bottleneck for Gastrointestinal Polyp Segmentation

Md Farhadul Islam, Tashik Ahmed, Partho Chanda, Joyanta Jyoti Mondal, Meem Arafat Manab, Sarah Zabeen, Jannatun Noor
PDF
DOI: 10.1109/ICCVW69036.2025.00118
Scientific Reports • 2025 • Q1

Tailoring Adversarial Attacks on Deep Neural Networks for Targeted Class Manipulation Using DeepFool Algorithm

S. M. Fazle Rabby Labib, Joyanta Jyoti Mondal, Meem Arafat Manab, Sarfaraz Newaz, Xi Xiao
Paper
DOI: 10.1038/s41598-025-87405-w
Engineering Applications of Artificial Intelligence • 2024 • Q1

Involution Fused Convolution for Classifying Eye-Tracking Patterns of Children with Autism Spectrum Disorder

Md. Farhadul Islam, Joyanta Jyoti Mondal*, Meem Arafat Manab*, Sarah Zabeen, Fardin Bin Rahman, Md. Zahidul Hasan, Farig Sadeque, Jannatun Noor
PDF
DOI: 10.1016/j.engappai.2024.109475  •  * Equal contribution
Scientific Reports • 2023 • Q1

Unmasking the Invisible: Finding Location-Specific Aggregated Air Quality Index with Smartphone-Captured Images

Joyanta Jyoti Mondal*, Md. Farhadul Islam*, Raima Islam, Nowsin Kabir Rhidi, Sarfaraz Newaz, Meem Arafat Manab, A. B. M. Alim Al Islam, Jannatun Noor
Paper
DOI: 10.1038/s41598-023-51015-1  •  * Equal contribution
IEEE Access • 2024 • Q1

Sherlock in OSS: A Novel Approach of Content-Based Searching in Object Storage System

Jannatun Noor, Md. Sadiqul Islam Sakif, Joyanta Jyoti Mondal, Mir Rownak Ali Uday, Rizwanul Haque Ratul, Sriram Chellappan, A. B. M. Alim Al Islam
Paper
DOI: 10.1109/ACCESS.2024.3401074
IEEE Transactions on Cloud Computing • 2022 • Q1

Orchestrating Image Retrieval and Storage over a Cloud System

Jannatun Noor, Joyanta Jyoti Mondal*, Md Nazrul Huda Shanto*, Md Golam Hossain, Sriram Chellappan, A. B. M. Alim Al Islam
PDF
DOI: 10.1109/TCC.2022.3162790  •  * Equal contribution
ACM COMPASS 2022

PLeaD-Net: Identifying Plant Leaf Diseases through Leveraging Limited-Resource Deep Convolutional Neural Network

Joyanta Jyoti Mondal*, Md Farhadul Islam*, Sarah Zabeen, A. B. M. Alim Al Islam, Jannatun Noor
PDF
DOI: 10.1145/3530190.3534844  •  * Equal contribution

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)

Reviewer Work

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

Collaborations

My frequent collaborators include Dr. Ibne Farabi Shihab (Amazon), Meem Arafat Manab (phd 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).

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