UniGuard detects both adversarial examples and backdoor-triggered inputs at inference time by treating each input's layer-by-layer path as a time series and flagging anomalies.
Try to poison my deep learning data? nowhere to hide your trajectory spectrum!
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Kill Two Birds with One Stone! Trajectory enabled Unified Online Detection of Adversarial Examples and Backdoor Attacks
UniGuard detects both adversarial examples and backdoor-triggered inputs at inference time by treating each input's layer-by-layer path as a time series and flagging anomalies.