7 papers
A Multi-Model Approach to English-Bangla Sentiment Classification of Government Mobile Banking App Reviews
Md. Naim Molla, Md Muhtasim Munif Fahim, Md. Binyamin +4
For millions of users in developing economies who depend on mobile banking as their primary gateway to financial services, app quality directly shapes financial access. The study a…
Green-NAS: A Global-Scale Multi-Objective Neural Architecture Search for Robust and Efficient Edge-Native Weather Forecasting
Md Muhtasim Munif Fahim, Soyda Humyra Yesmin, Saiful Islam +7
We introduce Green-NAS, a multi-objective NAS (neural architecture search) framework designed for low-resource environments using weather forecasting as a case study. By adhering t…
Temporal Validation Changes the Apparent Public-Health Utility of Under-Five Mortality Prediction in Bangladesh: A Four-Round DHS Machine-Learning Study
Md Muhtasim Munif Fahim, M. Monimul Huq, M. Sabiruzzaman +1
Background: Under-five mortality in Bangladesh remains uneven despite national progress. DHS-based prediction models may guide targeted follow-up, but only if validation reflects f…
The Depth Delusion: Why Transformers Should Be Wider, Not Deeper
Md Muhtasim Munif Fahim, Md Rezaul Karim
Neural scaling laws describe how language model loss decreases with parameters and data, but treat architecture as interchangeable--a billion parameters could arise from a shallow-…
Pre-trained Encoders for Global Child Development: Transfer Learning Enables Deployment in Data-Scarce Settings
Md Muhtasim Munif Fahim, Md Rezaul Karim
A large number of children experience preventable developmental delays each year, yet the deployment of machine learning in new countries has been stymied by a data bottleneck: rel…
The Dependency Divide: An Interpretable Machine Learning Framework for Profiling Student Digital Satisfaction in the Bangladesh Context
Md Muhtasim Munif Fahim, Humyra Ankona, Md Monimul Huq +1
Background: While digital access has expanded rapidly in resource-constrained contexts, satisfaction with digital learning platforms varies significantly among students with seemin…
Beyond Sustainable Development Goal (SDG) Accelerators: Directed Evidence for Adaptive Sustainability Portfolios
Md Muhtasim Munif Fahim, Md Jahid Hasan Imran, Md. Naim Molla +6
Governments and development partners often seek Sustainable Development Goal (SDG) "accelerators" whose progress can propagate gains across human well-being, institutions, resource…