SNAM 2026
A Dual Pipeline Machine Learning Framework for Automated Multi Class Sleep Disorder Screening Using Hybrid Resampling and Ensemble Learning
Social Network Analysis and Mining, Springer Nature, 2026
Q1
Journal
Research Interests
My research interests span efficient deep learning, agentic AI for security, and trustworthy ML. My work focuses on three key areas:
- Efficient and distributed training, optimization, and deployment of large-scale models
- LLM agents for cybersecurity and cyber-physical systems
- Trustworthy AI for sensitive and high-stakes applications
I aim to design useful and reliable AI systems that address real world problems while supporting people in sensitive and high impact settings.
Research Summary
Total publications7Manuscripts under review9Datasets1Citations57Peer reviews50
Publications
NCAA 2026
Performance Characterization of Distributed Deep Learning Strategies: A Quantitative Evaluation of DDP, FSDP, and Parameter Server Architectures on GPU Cluster
Neural Computing and Applications, Springer Nature, 2026
Q1
Journal
QPAIN 2026
Protecting Student Mental Health with a Context-Aware Machine Learning Framework for Stress Monitoring
2nd International Conference on Quantum Photonics, Artificial Intelligence & Networking, IEEE, 2026
Conference
ICDM 2025
Quantitative Currency Evaluation in Low-Resource Settings through Pattern Analysis to Assist Visually Impaired Users
25th International Conference on Data Mining (ICDM), Workshop: Data Mining for Reliable Decision Making, IEEE, 2025
A*
Conference
(Workshop)
ICCIT 2024
Benchmarking ChatGPT, Codeium, and GitHub Copilot: A Comparative Study of AI-Driven Programming and Debugging Assistants
27th International Conference on Computer and Information Technology (ICCIT), IEEE, 2024
Conference
STI 2024
PhishGuard: A Multi-Layered Ensemble Model for Optimal Phishing Website Detection
6th International Conference on Sustainable Technologies for Industry 5.0 (STI), IEEE, 2024
Conference
STI 2022
Sedimentation Analysis on Padma River Using Machine Learning Techniques
4th International Conference on Sustainable Technologies for Industry 4.0 (STI), IEEE, 2022
Conference
Research Artifacts
2025
Dataset
Manuscripts Under Review
Contrastive Representation Learning in the Foundation Model Era: A Survey of the Design Space and Open Challenges
Journal
Efficient Multilabel Bangla Cyberbullying Detection: A Deployment-Aware Study of Knowledge Distillation and Structured Pruning
Journal
When Smaller Teachers Win: A Distillation-Quantization Pipeline for Efficient Hate Speech Detection in a Low-Resource Language, Bangla
Journal
How Reliable and Explainable Are Machine Learning Models for Dementia Detection? A Leakage-Aware Evaluation
Journal
Conference
SynBanglaSuicide: Benchmarking Transformer Based Detection of Suicidal Intention in Synthetic Bangla Social Media Text
Journal
Explainable AI Based Depression Severity Screening Among University Students Through Minimal Symptom Assessment
Journal
An Explainable AI Framework for Early Stage Chronic Kidney Disease Diagnosis in Clinical Decision Support
Journal
SynBanglaSuicide: A Synthetic Bangla Text Dataset for Suicidal Intention Detection
Conference
Academic Service
Since 2025, I have served as a reviewer or program committee member for journals, conferences, and workshops, including Informatics for Health and Social Care, MICCAI, IEEE BHI, PEARC, NeurIPS, ICML, ICLR, CVPR, AAAI, and IJCAI.
Journals7
Editorial Board MemberJournal of Cybersecurity, Digital Forensics and Jurisprudence
2026
ReviewerMajestic International Journal of AI Innovation
2026
ReviewerMajestic Journal of Information Technology
2026
ReviewerAsian Journal of Advanced Research and Reports
2026
ReviewerHealth Informatics
2026
ReviewerInformatics for Health and Social Care
2026
ReviewerMathematics and Computer Science
2026
Conferences30
Program Committee MemberIEEE ICITACChina
2027
ReviewerAIHCIndia
2027
ReviewerAICTCAustralia
2027
Program Committee MemberNGEN-AIItaly
2026
Program Committee MemberQUANCOMItaly
2026
Program Committee MemberPEARCUSA
2026
ReviewerICDLAIIndia
2026
ReviewerIEEE BHIChina
2026
ReviewerINDICONIndia
2026
ReviewerICECERTurkey
2026
ReviewerIEEE TEMSMETIndia
2026
ReviewerICCABangladesh
2026
ReviewerAIIHUK
2026
ReviewerNURERKazakhstan
2026
ReviewerICECCMEIndonesia
2026
ReviewerMICCAIUAE
2026
ReviewerITNCCNamibia
2026
ReviewerIC3IAIndia
2026
ReviewerIEC2TIndia
2026
ReviewerAICTCIndia
2026
ReviewerICECETItaly
2026
ReviewerETNCCNamibia
2026
ReviewerIEEE SoutheastConUSA
2026
ReviewerCumulus AthensGreece
2026
ReviewerIEEE EDUCONEgypt
2026
ReviewerIEEE i5CPSIndia
2026
ReviewerIEEE IATMSIIndia
2026
ReviewerIEEE BHIUSA
2025
ReviewerEAI BDCCIndia
2025
ReviewerIEEE iConSCEPTIndia
2025
Workshops13
Program Committee MemberACM, Workshop: Artificial Intelligence and SecurityNetherlands
2026
Program Committee MemberCVPR, Workshop: ADFMUSA
2026
ReviewerNeurIPS, Workshop: Multiplicity and Homogenization in AIAustralia
2026
ReviewerIJCAI, Workshop: Logical and Symbolic Reasoning of Large Language ModelsGermany
2026
ReviewerICML, Workshop: AIWILDSouth Korea
2026
ReviewerCVPR, Workshop: MMRAgIUSA
2026
ReviewerICLR, Workshop: ES-ReasoningBrazil
2026
ReviewerICLR, Workshop: LLM ReasoningBrazil
2026
ReviewerAAAI, Workshop: MURESingapore
2026
ReviewerBMVC, Workshop: MPIUK
2025
ReviewerNeurIPS, Workshop: LLM EvaluationUSA
2025
ReviewerNeurIPS, Workshop: Muslims in MLUSA
2025
ReviewerAACL IJCNLP, Workshop: BLPIndia
2025