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  Attackers can design adaptive attacks to try to bypass BEYOND when the attacker knows all the parameters of the model
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- and the detection strategy. For an SSL model with a feature extractor `f`, a projector `h`, and a classification head `g`,
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- the classification branch can be formulated as `\mathbb{C} = f\circ g` and the representation branch as `\mathbb{R} = f\circ h`.
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  To attack effectively, the adversary must deceive the target model while guaranteeing the label consistency and representation similarity of the SSL model.
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  <div class="column container formula">
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  <p>
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  Attackers can design adaptive attacks to try to bypass BEYOND when the attacker knows all the parameters of the model
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+ and the detection strategy. For an SSL model with a feature extractor $f$, a projector `h`, and a classification head `g`,
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+ the classification branch can be formulated as $\mathbb{C} = f\circ g$ and the representation branch as `\mathbb{R} = f\circ h`.
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  To attack effectively, the adversary must deceive the target model while guaranteeing the label consistency and representation similarity of the SSL model.
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  </div>
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  </div>