1 citations · 2 across the 2 of their papers we have counts for
3 papers
cs.LG2025★ 1 cited
Deep Learning with Pretrained 'Internal World' Layers: A Gemma 3-Based Modular Architecture for Wildfire Prediction
Ayoub Jadouli, Chaker El Amrani
Deep learning models, especially large Transformers, carry substantial "memory" in their intermediate layers -- an \emph{internal world} that encodes a wealth of relational and con…
cs.LG2024
Advanced Wildfire Prediction in Morocco: Developing a Deep Learning Dataset from Multisource Observations
Ayoub Jadouli, Chaker El Amrani
Wildfires pose significant threats to ecosystems, economies, and communities worldwide, necessitating advanced predictive methods for effective mitigation. This study introduces a…
cs.LG2024★ 1 cited
Parallel Multi-path Feed Forward Neural Networks (PMFFNN) for Long Columnar Datasets: A Novel Approach to Complexity Reduction
Ayoub Jadouli, Chaker El Amrani
Traditional Feed-Forward Neural Networks (FFNN) and one-dimensional Convolutional Neural Networks (1D CNN) often encounter difficulties when dealing with long, columnar datasets th…