Implementation of PRBCD and GRBCD attacks
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sigeisler
reviewed
Mar 7, 2023
| # Attacking (PRBCDAttack) # | ||
| # ================================================================== # | ||
| attacker = PRBCDAttack(data, device=device) | ||
| attacker.setup_surrogate( |
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I find it confusing to call it surrogate. Rather call it victim, target, or similar. I think it should not be the default to use surrogates, but rather the exception. See our paper "Are Defenses for GNNs robust?"
sigeisler
reviewed
Mar 7, 2023
| logs = trainer_before.evaluate(attacker.data(), splits.test_nodes) | ||
| print(f"After evasion attack\n {logs}") | ||
| # ================================================================== # | ||
| # After poisoning Attack # |
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I would make clear that these poisoning attacks are heuristic in the sense that you are transferring the evasion attack.
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