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Mohsen Mostafa

Observed names: Mohsen Mostafa Sayed, Mohsen EL Mahdy, Mostafa, Mohsen
Institution: Future Academy
Observed institution: Future Academy
ORCID: 0009-0004-4478-0317
Observed ORCID: 0009-0004-4478-0317
OpenAlex ID: A5128067423
Dynamic LeJEPA: Maximum Entropy Representations for Sequential Prediction and Latent Planning with Theoretical Guarantees
2026 · Mohsen Mostafa · Preprints.org · 1
How Deep Is the Control? A Parallel-Parking Story of Lie-Bracket Depth–Width Trade-Offs, the Generic Bias of Learned Models, and a Negative Result on Structural Priors
2026 · Mohsen Mostafa · Preprints.org
The Vacuity Barrier: Conditional Lower Bounds and Measured Premises for Latent World Model Planning
2026 · Mohsen Mostafa · Preprints.org
Decoupled Entropic-Geometric Planning (DEGP): Verified Conditioning and a Measured Contact-Prediction Boundary in Latent World Models
2026 · Mohsen Mostafa · Research Square
PDF
Dynamic LeJEPA: Maximum Entropy Representations for Sequential Prediction and Latent Planning with Theoretical Guarantees
2026 · Mohsen Mostafa · Research Square
PDF
Decoupled Entropic-Geometric Planning (DEGP): Verified Conditioning and a Measured Contact-Prediction Boundary in Latent World Models
2026 · Mohsen EL Mahdy · Preprints.org
Dynamic LeJEPA: Maximum Entropy Representations for Sequential Prediction and Latent Planning with Theoretical Guarantees
2026 · Mohsen Mostafa · Preprints.org
UA-PBR: Physics-Guided Rejection for Safe Classification in Physical Systems
2026 · Mohsen Mostafa · Preprints.org
Uncertainty-Aware Classifier with Physics-Based Rejection (UA-PBR): A Proof-of-Concept Under Computational Constraints
2026 · Mohsen Mostafa · Preprints.org
Geometric Physics-Aware Gradient Descent (GPAGD): A Lightweight Optimizer Integrating Manifold Geometry, PDE Residuals and Local Uncertainty
2026 · Mohsen Mostafa · Preprints.org
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Geometric Foundations of Racing Dynamics: How Gradient Descent Adapts Network Capacity on Data Manifolds with Application to Bayesian R-LayerNorm
2026 · Mohsen Mostafa · Preprints.org
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Hybrid Physics-Spectral-Threshold Framework for Fluid Flow Analysis: Comprehensive Validation on Turbulent and Laminar Regimes
2026 · Mohsen Mostafa · Preprints.org
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HPST: A Hybrid Physics-Spectral-Threshold Framework for Fluid Flow Analysis with Theorem Proving and Graph Neural Networks
2026 · Mohsen Mostafa · Preprints.org
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Geometric Foundations of Racing Dynamics: How Gradient Descent Adapts Network Capacity on Data Manifolds with Application to Bayesian R-LayerNorm
2026 · Mohsen Mostafa · Preprints.org
PDF
Bayesian PASA: Adaptive Activation with Uncertainty Quantification under Computational Constraints – Revised Version
2026 · Mohsen Mostafa · Preprints.org
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Uncertainty-Aware Classifier with Physics-Based Rejection (UA-PBR): A Proof-of-Concept Under Computational Constraints—Revised Version
2026 · Mohsen Mostafa · Preprints.org
PDF
Bayesian R-LayerNorm: Uncertainty-Aware Adaptive Normalization—Revised Version
2026 · Mohsen Mostafa · Preprints.org
PDF
EPANG-Gen: A Curvature-Aware Optimizer with Uncertainty Quantification for Scientific Machine Learning – A Proof-of-Concept under Computational Constraints
2026 · Mohsen Mostafa · Preprints.org
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Bayesian PASA: Provably Stable Adaptive Activation with Uncertainty Quantification
2026 · Mohsen Mostafa · Preprints.org
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Gaussian-Constrained LeJEPA Representations forUnsupervised Scene Discovery and Pose Consistency
2026 · Mohsen Mostafa · Research Square
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EPANG-Gen: A Robust Curvature-Aware Optimizerwith Uncertainty Quantification for Scientific Machine Learning
2026 · Mohsen Mostafa · Preprints.org
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Uncertainty-Aware Classifier with Physics-Based Rejection (UA-PBR): A Unified Framework for Robust Scientific Machine Learning
2026 · Mohsen Mostafa · Preprints.org
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Bayesian R-LayerNorm: Uncertainty-Aware Adaptive Normalization with Provable Robustness Bounds
2026 · Mohsen Mostafa · Preprints.org
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R-LayerNorm: Robust Layer Normalization with Adaptive Noise Suppression for Noisy Image Data
2026 · Mohsen Mostafa · Preprints.org
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Gaussian-Constrained LeJEPA Representations for Unsupervised Scene Discovery and Pose Consistency
2026 · Mostafa, Mohsen · arXiv (Cornell University)
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Works count: 26
Citation count: 1
H-index: 1
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