Brain Surgery: Ensuring GDPR Compliance in Large Language Models via Concept Erasure
<|reference_start|>Brain Surgery: Ensuring GDPR Compliance in Large Language Models via Concept Erasure: As large-scale AI systems proliferate, ensuring compliance with data privacy laws such as the General Data Protection Regulation (GDPR) has become critical. This paper introduces Brain Surgery, a transformative methodology for making every local AI model GDPR-ready by enabling real-time privacy management and targeted unlearning. Building on advanced techniques such as Embedding-Corrupted Prompts (ECO Prompts), blockchain-based privacy management, and privacy-aware continual learning, Brain Surgery provides a modular solution that can be deployed across various AI architectures. This tool not only ensures compliance with privacy regulations but also empowers users to define their own privacy limits, creating a new paradigm in AI ethics and governance.<|reference_end|>
@article{laurelli2024brain,
    title={Brain Surgery: Ensuring GDPR Compliance in Large Language Models via
  Concept Erasure},
    author={Michele Laurelli},
    journal={arXiv preprint arXiv:2409.14603},
    year={2024},
    archivePrefix={arXiv},
    eprint={2409.14603},
    primaryClass={cs.AI}
}