Robust Layer Normalization with Adaptive Noise Suppression for Noisy Image Data (R-LayerNorm) Mohsen Mostafa Preprint, 2025 Paper
Uncertainty-aware normalization (Bayesian R-LayerNorm) Mohsen Mostafa Preprint, 2025 Paper
Gaussian-Constrained LeJEPA Representations for Unsupervised Learning Mohsen Mostafa Preprint, 2025 Paper
Provably Stable Adaptive Activation with Uncertainty Quantification (Bayesian PASA) Mohsen Mostafa Preprint, 2026 Paper
How Gradient Descent Adapts Network Capacity on Data Manifolds with Application to Bayesian R‑LayerNorm (Geometric Foundations of Racing Dynamics) Mohsen Mostafa Preprint, 2026 Paper
A Curvature-Aware Optimizer with Uncertainty Quantification for Scientific Machine Learning -- A Proof-of-Concept under Computational Constraints (EPANG-Gen) Mohsen Mostafa Preprint, 2026 Paper
Hybrid Physics-Spectral-Threshold Framework for Fluid Flow Analysis: Comprehensive Validation on Turbulent and Laminar Regimes Mohsen Mostafa Preprint, 2026 Paper
Physics-informed rejection classifiers (UA-PBR) Mohsen Mostafa Preprint, 2026 Paper
Dynamic LeJEPA: Maximum Entropy Representations for Sequential Prediction and Latent Planning with Theoretical Guarantees Mohsen Mostafa Preprint, 2026 Paper
Decoupled Entropic-Geometric Planning (DEGP): Verified Conditioning and a Measured Contact-Prediction Boundary in Latent World Models Mohsen Mostafa Preprint, 2026 Paper
How Deep Is the Control? Lie-Bracket DepthWidth Trade-os, the Generic Bias of Learned Models, and a Negative Result on Structural Priors Mohsen Mostafa Preprint, 2026 Paper
Articles & Blog Posts
Dropout in LLMs & AI Agents: From Regularization to Uncertainty Estimation in Production Mohsen Mostafa Medium, 2025 Read
The Power of Specialization: Why Mixture of Experts (MoE) is Transforming AI Agents Mohsen Mostafa Medium, 2025 Read