Research map / Adversarial robustness and security / Attacks on text and graphs
Defending against Contagious Attacks on a Network with Resource Reallocation
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| allow resource reallocation between neighboring nodes | DCA defending strategy · Rand, Pow-S, Pow-L, USAir, FB, Twit | resource required for defending result 0: 1037 -> 587; 1892 -> 1687; 3406 -> 2320; 341 -> 340; 600 -> 524; 1000 -> 623 | Helped |
| use aggressive rounding and optimize τ (ablation) | BA(ε) · Rand, Pow-S, Pow-L, USAir, FB, Twit | defending result: 289 -> 107; 1134 -> 785; 1230 -> 701; 291.8 -> 204.3; 109 -> 58; 148 -> 55 | Helped |
| use greedy reallocation after greedy allocation (ablation) | Greedy · Rand, Pow-S, Pow-L, USAir, FB, Twit | defending result: 278 -> 225; 859 -> 819; 1168 -> 1025; 178.7 -> 178.7; 188 -> 186; 302 -> 281 | Helped |
| use BA(ε,τ) instead of Greedy-R | DCA defending strategy · Rand, Pow-S, Pow-L, FB, Twit | defending result: 225 -> 107; 819 -> 785; 1025 -> 701; 186 -> 58; 281 -> 55 | Helped |
| use BA(ε,τ) instead of Greedy | DCA defending strategy · USAir | defending result: 178.7 -> 204.3 | Hurt |
| use BA(ε,τ) instead of Exact | DCA defending strategy · Rand, Pow-S, Pow-L, USAir, FB, Twit | defending result: 69 -> 107; 740 -> 785; 616 -> 701; 170.3 -> 204.3; 51 -> 58; 53 -> 55 | Hurt |
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