NPC: Neuron Path Coverage via Characterizing Decision Logic of Deep
Neural Networks

NPC: Neuron Path Coverage via Characterizing Decision Logic of Deep Neural Networks

24 March 2022

Felix Juefei Xu

Yang Liu

Papers citing "NPC: Neuron Path Coverage via Characterizing Decision Logic of Deep Neural Networks"

18 / 18 papers shown

Title
Towards Understanding Deep Learning Model in Image Recognition via Coverage Test Wenkai Li Xiaoqi Li Yingjie Mao Yishun Wang 26 0 0 12 May 2025
Path Analysis for Effective Fault Localization in Deep Neural Networks Soroush Hashemifar Saeed Parsa A. Kalaee AAML 44 0 0 28 Jan 2025
A Survey on Adversarial Machine Learning for Code Data: Realistic Threats, Countermeasures, and Interpretations Yulong Yang Haoran Fan Chenhao Lin Qian Li Zhengyu Zhao Chao Shen Xiaohong Guan AAML 48 0 0 12 Nov 2024
A Coverage-Guided Testing Framework for Quantum Neural Networks Minqi Shao Jianjun Zhao AAML 31 1 0 03 Nov 2024
NeuSemSlice: Towards Effective DNN Model Maintenance via Neuron-level Semantic Slicing Shide Zhou Tianlin Li Yihao Huang Ling Shi Kailong Wang Yang Liu Haoyu Wang 18 0 0 26 Jul 2024
Constraint-based Adversarial Example Synthesis Fang Yu Ya-Yu Chi Yu-Fang Chen AAML 25 0 0 03 Jun 2024
IRAD: Implicit Representation-driven Image Resampling against Adversarial Attacks Yue Cao Tianlin Li Xiaofeng Cao Ivor Tsang Yang Liu Qing Guo AAML 26 2 0 18 Oct 2023
Feature Map Testing for Deep Neural Networks Dong Huang Qi Bu Yahao Qing Yichao Fu Heming Cui 19 3 0 21 Jul 2023
Neuron Sensitivity Guided Test Case Selection for Deep Learning Testing Dong Huang Qi Bu Yichao Fu Yuhao Qing Junjie Chen Heming Cui AAML 34 2 0 20 Jul 2023
CertPri: Certifiable Prioritization for Deep Neural Networks via Movement Cost in Feature Space Haibin Zheng Jinyin Chen Haibo Jin AAML 24 7 0 18 Jul 2023
A Scenario-Based Functional Testing Approach to Improving DNN Performance Hong Zhu T. T. T. Tran Aduen Benjumea Andrew Bradley 15 3 0 13 Jul 2023
FAIRER: Fairness as Decision Rationale Alignment Tianlin Li Qing Guo Aishan Liu Mengnan Du Zhiming Li Yang Liu 30 13 0 27 Jun 2023
Neuron Activation Coverage: Rethinking Out-of-distribution Detection and Generalization Y. Liu Chris Xing Tian Haoliang Li Lei Ma Shiqi Wang UQCV 26 19 0 05 Jun 2023
Generalization Beyond Feature Alignment: Concept Activation-Guided Contrastive Learning Y. Liu Chris Xing Tian Haoliang Li Shiqi Wang 18 1 0 13 Nov 2022
Hierarchical Distribution-Aware Testing of Deep Learning Wei Huang Xingyu Zhao Alec Banks V. Cox Xiaowei Huang OOD AAML 36 10 0 17 May 2022
Excitement Surfeited Turns to Errors: Deep Learning Testing Framework Based on Excitable Neurons Haibo Jin Ruoxi Chen Haibin Zheng Jinyin Chen Yao Cheng Yue Yu Xianglong Liu AAML 28 6 0 12 Feb 2022
Formal Verification of Robustness and Resilience of Learning-Enabled State Estimation Systems Wei Huang Yifan Zhou Alec Banks Youcheng Sun Jie Meng James Sharp Xiaowei Huang 13 3 0 16 Oct 2020
Adversarial examples in the physical world Alexey Kurakin Ian Goodfellow Samy Bengio SILM AAML 287 5,842 0 08 Jul 2016