4 papers
The Memory Wall of Green Software: Empirical Energy Evaluation of Memento Design Pattern
Imane Jriri, Tarik Houichime, Younes El Amrani
As Green Software Engineering matures, energy efficiency has transitioned into a mission-critical non-functional requirement. While software design patterns ensure structural integ…
SEER: Spectral Entropy Encoding of Roles for Context-Aware Attention-Based Design Pattern Detection
Tarik Houichime, Younes El Amrani
This paper presents SEER, an upgraded version of our prior method Context Is All You Need for detecting Gang of Four (GoF) design patterns from source code. The earlier approach mo…
Memory as Resonance: A Biomimetic Architecture for Infinite Context Memory on Ergodic Phonetic Manifolds
Tarik Houichime, Abdelghani Souhar, Younes El Amrani
The memory of contemporary Large Language Models is bound by a physical paradox: as they learn, they fill up. The linear accumulation (O(N)) of Key-Value states treats context as a…
Bin2Vec: Interpretable and Auditable Multi-View Binary Analysis for Code Plagiarism Detection
Moussa Moussaoui, Tarik Houichime, Abdelalim Sadiq
We introduce Bin2Vec, a new framework that helps compare software programs in a clear and explainable way. Instead of focusing only on one type of information, Bin2Vec combines wha…