(2023). Dynamic Transformer Provide a False Sense of Efficiency. In ACL 2023.

(2023). The Dark Side of Dynamic Routing Neural Networks: Towards Efficiency Backdoor Injection. In CVPR 2023.

(2023). Sibling-Attack: Rethinking Transferable Adversarial Attacks against Face Recognition. In CVPR 2023.

(2023). DyCL: Dynamic Neural Network Compilation Via Program Rewriting and Graph Optimization. In ISSTA 2023.

(2022). NMTSloth: Understanding and Testing Efficiency Degradation of Neural Machine Translation Systems. In ESEC/FSE 2022.

PDF Code

(2022). Learning to Reverse DNNs from AI Programs Automatically. In IJCAI 2022.


(2022). NICGSlowDown: Evaluating the Efficiency Robustness of Neural Caption Generation Models. In CVPR 2022.

PDF Code Project

(2020). DENAS: automated rule generation by knowledge extraction from neural networks. In ESEC/FSE 2020.

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