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Mamba's memory can be defended against adversarial attacks with a lightweight XGBoost classifier that spots malicious tokens based on their embedding patterns, achieving >90% F1 even on novel attack structures.
Mamba's efficiency comes at a cost: carefully crafted input phrases can induce "amnesia" by irreversibly poisoning its hidden states, a vulnerability Transformers don't share.
