The invention discloses a verifiable APT
attack chain extraction method based on a cognitive
distillation and gating technology. The method comprises the steps of input
processing and extraction, dynamic gating weight generation, hierarchical prototype
decision making, adversarial robustness guarantee and output. An
attack chain
time sequence modeling and dynamic gating mechanism is created for the first time, causal constraints are injected through phase
perception position coding, semantic fragmentation is avoided through full-word masks, and splitting is conducted in the
cracking stage; historical dependence and
semantic similarity weight reduction are fused to block
noise, and the
cutting precision is improved. A cognitive
distillation dynamic knowledge evolution
system is constructed based on prompt
engineering prototype matching and self-attention feature decoupling double engines, so that few-sample reasoning and decision determinacy quantification are realized, technical representation is stripped, a kernel is focused and attacked, and real-
time evolution of a
knowledge base is promoted; a defense
closed loop is constructed by parameterized
noise injection and KL
divergence, a verifiable
countermeasure immune system is established, an
attack is simulated to optimize a defense benchmark, probability distribution stability is monitored, the misjudgment rate is extremely low, and a traceable audit log is output.