3 papers
stat.ME2026
Measuring the Symmetry--Data Exchange Rate
Ahmed M. Adly
Equivariance theory predicts that an architectural symmetry prior reduces sample complexity by a factor of |G|; this is widely cited but rarely measured as a scaling law with contr…
cs.CL2025
Gazal-R1: Achieving State-of-the-Art Medical Reasoning with Parameter-Efficient Two-Stage Training
Ahmed M. Adly, Mostafa Samy, Amr Fawzy
We present Gazal-R1, a 32-billion-parameter language model that achieves state-of-the-art performance in medical reasoning while providing transparent, step-by-step explanations fo…
cs.LG2025
EXAdam: The Power of Adaptive Cross-Moments
Ahmed M. Adly
This paper introduces EXAdam (tended ), a novel optimization algorithm that builds upon the widely-used Adam optimizer. EXAdam incorporates two key enha…