|
| Type | Author | Time/published in | Connection |
|
| Image | Mahmood Sharif et al. [50] | 2016/CCS | In the field of image, papers of CCF A and B conferences and top journals in the field of security were selected, covering the papers of nearly five years from 2016 to 2020, involving offense and defense, and being able to understand the frontier research in the field of adversarial machine learning. |
| Nicolas Papernot et al. [51] | 2017/CCS |
| Ali Shafahi et al. [52] | 2018/NIPS |
| Yossi Adi et al. [87] | 2018/USENIX |
| Yisroel Mirsky et al. [53] | 2019/USENIX |
| Shang-Tse Chen et al. [54] | 2019/ECML PKDD |
| Qixue Xiao et al. [55] | 2019/USENIX |
| Yajie Wang et al. [56] | 2020/JNCA |
| Jesús Solano et al. [57] | 2020/CCS |
| Chang Liao et al. [80] | 2020/CCS |
| Ilia Shumailov et al. [73] | 2020/CCS |
| An Ju et al. [68] | 2020/CCS |
|
| Text | Javid Ebrahimi et al. [26] | 2018/ACL | In the field of text, 6 papers including [30] are selected, with [30] as the core. Among the 40 related papers, 6 papers are selected, among which three [26, 58, 115] quoted by [30] are cited by [59, 60]. |
| Ji Gao et al. [115] | 2018/SPW |
| Minhao Cheng et al. [58] | 2018/AAAI |
| Jinfeng Li et al. [30] | 2019/NDSS |
| Huangzhao Zhang et al. [59] | 2019/ACL |
| Yuan Zang et al. [60] | 2020/ACL |
|
| Malware | Weiwei Hu et al. [44] | 2017/arXiv | These papers are about malware adversarial machine learning found through connected papers. Among them, [44–46] are the papers based on windows platform. [48] is the paper related to binary malware adversarial examples. [47, 49] are similar to the same review on Windows PE file generation adversarial examples. The remaining papers include top conference papers, top journal papers, and arXiv in the field of security, among which [69] is about robustness research paper. |
| Edward Raff et al. [61] | 2017/arXiv |
| Abdullah Al-Dujaili et al. [45] | 2018/arXiv |
| Bojan Kolosnjaji et al. [46] | 2018/arXiv |
| Wei Song et al. [47] | 2020/arXiv |
| Ishai Rosenberg et al. [48] | 2020/ACSAC |
| Mohammadreza Ebrahimi et al. [49] | 2020/AAAI |
| Thien Duc Nguyen et al. [22] | 2020/DISS |
| Luca Demetrio et al. [62] | 2020/arXiv |
| Xiao Chen et al. [63] | 2020/TIFS |
| Yizheng Chen et al. [69] | 2020/USENIX |
|
