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cs.CR2026
Towards Effective Black-Box Adversarial Attacks on Deep Code Models via Structural and Identifier Perturbations
Bin Duan, Jintao Lin, Dan Dongseong Kim +1
Deep code models (DCMs) are increasingly embedded in code intelligence tasks. However, their robustness under adversarial attacks remains insufficiently understood. Prior black-box…
cs.CR2026
Toward a Generalized Defense Across Sparse, Continuous, and Structured Parameter Attacks
Bin Duan, Zeyu Bai, Guowei Yang
Deep neural networks are increasingly deployed across heterogeneous and partially untrusted environments, where models are distributed through cloud storage, CI/CD pipelines, conta…