AI IntelligenceAug 22, 2026AI Intelligence
Article
Frequency-Aware Continual Learning for Smart Contract Vulnerability Detection with Large Language Models: An arXiv paper presents...
Frequency-aware continual learning for LLM-based smart contract vulnerability detection. It addresses parameter-efficient adaptation, catastrophic forgetting in adapters, and consolidation into a single model when task identity is unknown.
Frontier EditorialSource: arXiv
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Frequency-Aware Continual Learning for Smart Contract Vulnerability Detection with Large Language Models: An arXiv paper presents frequency-aware continual learning for LLM-based smart contract vulnerability detection. It addresses parameter-efficient adaptation, catastrophic forgetting in adapters, and consolidation into a single model when task identity is unknown.