Open Access
Review
Table 3
Summary of existing adversarial attack approaches in physiological computing
| Application | Problem | Ref. | Outcome | Knowledge | Stage | ||||
|---|---|---|---|---|---|---|---|---|---|
| Targeted | Non-targeted | White-box | Gray-box | Black-box | Poisoning | Evasion | |||
| BCI | Classification | [67] | √ | √ | √ | √ | √ | ||
| [79] | √ | √ | √ | ||||||
| [34] | √ | √ | √ | ||||||
| [80] | √ | √ | √ | √ | √ | ||||
| [81] | √ | √ | √ | ||||||
| [82] | √ | √ | √ | ||||||
| Regression | [83] | √ | √ | √ | √ | ||||
| Health informatics | Classification | [4] | √ | √ | √ | √ | |||
| [84] | √ | √ | √ | ||||||
| [85] | √ | √ | √ | √ | √ | √ | |||
| [86] | √ | √ | √ | ||||||
| [76] | √ | √ | √ | √ | |||||
| Biometrics | Classification | [87] | √ | √ | √ | ||||
| [88] | √ | √ | √ | ||||||
| [36] | √ | √ | √ | ||||||
| [35] | √ | √ | √ | ||||||
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