152 citations · 155 across the 6 of their papers we have counts for
6 papers
Simply Trainable Nearest Neighbour Machine Translation with GPU Inference
Hossam Amer, Abdelrahman Abouelenin, Mohamed Maher +3
Nearest neighbor machine translation is a successful approach for fast domain adaption, which interpolates the pre-trained transformers with domain-specific token-level k-nearest-n…
Language Tokens: A Frustratingly Simple Approach Improves Zero-Shot Performance of Multilingual Translation
Muhammad ElNokrashy, Amr Hendy, Mohamed Maher +2
This paper proposes a simple yet effective method to improve direct (X-to-Y) translation for both cases: zero-shot and when direct data is available. We modify the input tokens at…
AutoMLBench: A Comprehensive Experimental Evaluation of Automated Machine Learning Frameworks
Hassan Eldeeb, Mohamed Maher, Radwa Elshawi +1
With the booming demand for machine learning applications, it has been recognized that the number of knowledgeable data scientists can not scale with the growing data volumes and a…
Instance-based Label Smoothing For Better Calibrated Classification Networks
Mohamed Maher, Meelis Kull
Label smoothing is widely used in deep neural networks for multi-class classification. While it enhances model generalization and reduces overconfidence by aiming to lower the prob…
Comprehensive Empirical Evaluation of Deep Learning Approaches for Session-based Recommendation in E-Commerce
Mohamed Maher, Perseverance Munga Ngoy, Aleksandrs Rebriks +4
Boosting sales of e-commerce services is guaranteed once users find more matching items to their interests in a short time. Consequently, recommendation systems have become a cruci…
Automated Machine Learning: State-of-The-Art and Open Challenges
Radwa Elshawi, Mohamed Maher, Sherif Sakr
With the continuous and vast increase in the amount of data in our digital world, it has been acknowledged that the number of knowledgeable data scientists can not scale to address…