ICML'26SelectedSubmitted
Transport-Corrected Adam: Geometry-Aware Momentum for Adaptive Optimization
Authors: M. A. Hossain, Y. Sarker, M. H. K. Rime
Proc. International Conference on Machine Learning (ICML),
Humayra Khanom Rime
Graduate Student @ MTSU
I am a Master's student in Engineering Technology at Middle Tennessee State University (MTSU). My research focuses on graph models, attention mechanisms, and intelligent fault diagnosis, with peer-reviewed publications across these areas.
Previously, I worked as a Junior AI Engineer at InfinitiBit, designing memory architectures for the GraphBit agentic AI framework. I completed my B.Sc. in Computer Science & Engineering from the University of Rajshahi, Bangladesh, and have held research positions at ELITE Research Lab LLC (NY, USA), Hanyang University (Seoul, South Korea), and Universiti Brunei Darussalam (Gadong, Brunei).
📢 If you are interested in collaboration, please feel free to reach out via email.
Previously, I worked as a Junior AI Engineer at InfinitiBit, designing memory architectures for the GraphBit agentic AI framework. I completed my B.Sc. in Computer Science & Engineering from the University of Rajshahi, Bangladesh, and have held research positions at ELITE Research Lab LLC (NY, USA), Hanyang University (Seoul, South Korea), and Universiti Brunei Darussalam (Gadong, Brunei).
📢 If you are interested in collaboration, please feel free to reach out via email.
Murfreesboro, TN
Research Interests
Deep Learning — Neural architectures for real-world sensing and decision-making
Graph Neural Networks — Graph attention networks for fault diagnosis
3D Image Analysis — Hyperspectral image classification
Fault Diagnosis — Intelligent fault detection in photovoltaic systems
Deep Generative Models — Generative approaches for AI applications
News
Submitted "Transport-Corrected Adam" to ICML 2026.
Paper on PV inverter fault diagnosis accepted in Nature Scientific Reports.
Joined InfinitiBit as Junior AI Engineer on "GraphBit agentic AI framework".
Paper on generative AI landscape in education accepted in IEEE Access.
Joined ELITE Research Lab LLC (NY, USA) as Research Associate.
Invited to serve as a Reviewer for ISA Transactions!
Selected Publications
Scientific ReportsSelected
Dual Graph Attention Network for Robust Fault Diagnosis in Photovoltaic Inverters
Authors: A. B. Bhadra, M. H. K. Rime, Y. Sarker, E. A. Bhuiyan, M. J. Hossen, M. K. Morol
Scientific Reports (Nature), vol. 15, no. 1, p. 31330,
ICCIT'22Selected
Attention-Aware Memory Aggregation Network for Hyperspectral Image Classification
Authors: M. H. K. Rime, Md. A. Hossain, A. Qazi
Proc. 25th International Conference on Computer and Information Technology (ICCIT), IEEE,