Author

Ahmad Lotfi

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Preprint Aug 2026

An AI-Based Adaptive Learning Platform for Multilingual and Low-Resource Educational Contexts: A Case Study on Nigeria

Educational platforms in under-resourced and multilingual contexts, such as Nigeria, often struggle with limited personalisation, inadequate language support, and weak curriculum internationalisation, leading to reduced learner engagement and inclusivity. This paper presents an AI-based adaptive learning platform desig...

Everistus Ugochukwu Nwogo, I. Ihianle, Pedro Machado et al. · 0 citations

#artificial intelligence Apr 2026

Training and Agentic Inference Strategies for LLM-based Manim Animation Generation

This study presents the first unified training and inference study for text-to-code-to-video transformation with Manim, and shows that the correlation between code and visual metrics strengthens with SFT but weakens with inference-time enhancements, highlighting the complementary roles of training and agentic inference...

Ravidu Suien Rammuni Silva, Ahmad Lotfi, I. Ihianle et al. · arXiv.org · 2 citations