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Munawar Hasan

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#artificial intelligence Preprint Aug 2026

Curvature Cryptanalysis of Smooth Transformer Feed-Forward Networks

This work formalizes resulting Hessian collection as a partially symmetric decomposition to establish conditions for local identifiability and stability to exploit vector-output stencil reuse to reduce the structural query cost by a factor of 16.

Munawar Hasan, Apostol Vassilev · 0 citations
Preprint Jul 2026

Sarus: Privacy-Preserving Multi-Vendor Perception Fusion via Homomorphic Encryption

Experiments show that Sarus improves scene-level coverage by effectively aggregating complementary detections, particularly in distance-dependent regimes where individual modalities degrade, and indicate that privacy-preserving multi-vendor perception fusion is feasible for real-time deployment when statistical compression and spatial sparsity are jointly exploited.

Munawar Hasan, Apostol Vassilev · 0 citations

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