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Home/Authors/Rizwan-uddin

Rizwan-uddin

1 indexed paper

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Publications per year

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26

Top categories

ML×1Crypto×1

Frequent co-authors

Samrendra Roy1×
Kazuma Kobayashi1×
Souvik Chakraborty1×
Syed Bahauddin Alam1×

Research Timeline

2026
Adversarial Vulnerabilities in Neural Operator Digital Twins: Gradient-Free Attacks on Nuclear Thermal-Hydraulic Surrogates

This paper demonstrates that neural operators used in digital twins for nuclear systems are highly vulnerable to undetectable, sparse adversarial perturbations, necessitating new robustness guarantees.

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Papers

cs.LGcs.CRRecentMar 23, 2026

Adversarial Vulnerabilities in Neural Operator Digital Twins: Gradient-Free Attacks on Nuclear Thermal-Hydraulic Surrogates

Samrendra Roy, Kazuma Kobayashi, Souvik Chakraborty, Rizwan-uddin +1 more

This paper demonstrates that neural operators used in digital twins for nuclear systems are highly vulnerable to undetectable, sparse adversarial perturbations, necessitating new robustness guarantees…

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