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removed noise injection due to redundancy with model poisoning
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-106
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3 files changed

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‎nebula/addons/attacks/attacks.py

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@@ -116,12 +116,10 @@ def create_attack(engine) -> Attack:
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from nebula.addons.attacks.dataset.labelflipping import LabelFlippingAttack
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from nebula.addons.attacks.model.gllneuroninversion import GLLNeuronInversionAttack
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from nebula.addons.attacks.model.modelpoison import ModelPoisonAttack
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from nebula.addons.attacks.model.noiseinjection import NoiseInjectionAttack
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from nebula.addons.attacks.model.swappingweights import SwappingWeightsAttack
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ATTACK_MAP = {
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"GLL Neuron Inversion": GLLNeuronInversionAttack,
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"Noise Injection": NoiseInjectionAttack,
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"Swapping Weights": SwappingWeightsAttack,
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"Delayer": DelayerAttack,
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"Flooding": FloodingAttack,

‎nebula/addons/attacks/model/noiseinjection.py

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This file was deleted.

‎nebula/frontend/templates/deployment.html

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@@ -156,9 +156,6 @@ <h5>Robustness <i class="fa fa-shield"></i>
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<label>
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<input type="checkbox" id="mod-neuroninversion" value='GLLNeuronInversionAttack' style="margin-right: 10px;">GLL Neuron Inversion
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</label>
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<label>
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<input type="checkbox" id="mod-noiseinjection" value='NoiseInjectionAttack' style="margin-right: 10px;">Noise Injection
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</label>
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<label>
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<input type="checkbox" id="mod-swappingweights" value='SwappingWeightsAttack' style="margin-right: 10px;">Swapping Weights
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</label>
@@ -501,7 +498,6 @@ <h5 class="step-title">Attack Type</h5>
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<option>Sample Poisoning</option>
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<option>Model Poisoning</option>
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<option>GLL Neuron Inversion</option>
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<option>Noise Injection</option>
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<option>Swapping Weights</option>
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<option>Delayer</option>
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<option>Flooding</option>
@@ -559,12 +555,6 @@ <h5 id="target_changed_label-title" class="step-title" style="display: none;">Ta
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placeholder="target changed label" min="0" value="7"
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style="display: inline; width: 20%">
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</div>
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<h5 id="strength-title" class="step-title" style="display: none;">Noise strength</h5>
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<div class="form-check form-check-inline" id="strength-container" style="display: none;">
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<input type="number" class="form-control" id="strength"
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placeholder="Noise strength" value="10000"
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style="display: inline; width: 20%">
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</div>
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<h5 id="layer_idx-title" class="step-title" style="display: none;">Layer</h5>
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<div class="form-check form-check-inline" id="layer_idx-container" style="display: none;">
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<input type="number" class="form-control" id="layer_idx"
@@ -2876,40 +2866,6 @@ <h5 class="step-title">Schema of deployment</h5>
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document.getElementById("flooding-factor-title").style.display = "none";
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document.getElementById("flooding-factor-container").style.display = "none";
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}
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else if(this.value == "Noise Injection"){
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document.getElementById("poisoned-node-title").style.display = "block";
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document.getElementById("poisoned-node-percent-container").style.display = "block";
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document.getElementById("poisoned-sample-title").style.display = "none";
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document.getElementById("poisoned-sample-percent-container").style.display = "none";
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document.getElementById("poisoned-noise-title").style.display = "none";
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document.getElementById("poisoned-noise-percent-container").style.display = "none";
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document.getElementById("noise-type-title").style.display = "none";
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document.getElementById("noise-type-container").style.display = "none";
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document.getElementById("targeted-title").style.display = "none";
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document.getElementById("targeted-container").style.display = "none";
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document.getElementById("target_label-title").style.display = "none";
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document.getElementById("target_label-container").style.display = "none";
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document.getElementById("target_changed_label-title").style.display = "none";
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document.getElementById("target_changed_label-container").style.display = "none";
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document.getElementById("strength-title").style.display = "block";
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document.getElementById("strength-container").style.display = "block";
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document.getElementById("layer_idx-title").style.display = "none";
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document.getElementById("layer_idx-container").style.display = "none";
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document.getElementById("delay-title").style.display = "none";
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document.getElementById("delay-container").style.display = "none";
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document.getElementById("start-attack-title").style.display = "block";
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document.getElementById("start-attack-container").style.display = "block";
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document.getElementById("stop-attack-title").style.display = "block";
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document.getElementById("stop-attack-container").style.display = "block";
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document.getElementById("attack-interval-title").style.display = "block";
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document.getElementById("attack-interval-container").style.display = "block";
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document.getElementById("target-percentage-title").style.display = "none";
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document.getElementById("target-percentage-container").style.display = "none";
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document.getElementById("selection-interval-title").style.display = "none";
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document.getElementById("selection-interval-container").style.display = "none";
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document.getElementById("flooding-factor-title").style.display = "none";
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document.getElementById("flooding-factor-container").style.display = "none";
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}
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else if(this.value == "Swapping Weights"){
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document.getElementById("poisoned-node-title").style.display = "block";
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document.getElementById("poisoned-node-percent-container").style.display = "block";

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