[DAC'24] EmMark: Robust Watermarks for IP Protection of Embedded Quantized Large Language Models. Paper. INT4 Quantization WM. For environment setups, plz refer to AWQ. …

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2024年2月27日 · EmMark's novelty lies in its strategic watermark weight parameters selection, nsuring robustness and maintaining model quality. Extensive proof-of-concept evaluations of models from OPT and LLaMA-2 families demonstrate EmMark's fidelity, achieving 100% success in watermark extraction with model performance preservation.

2024年11月7日 · This paper introduces EmMark, a novel watermarking framework for protecting intellectual property (IP) of embedded large language models deployed on resource-constrained edge devices. To address the IP theft risks posed by malicious end-users, EmMark enables proprietors to authenticate ownership by querying the watermarked model weights and ...

This paper introduces EmMark, a novel watermarking framework for protecting intellectual property (IP) of embedded large lan-guage models deployed on resource-constrained edge devices. To address the IP theft risks posed by malicious end-users, EmMark enables proprietors to authenticate ownership by querying the wa-

EmMark是一种保护资源受限边缘设备上嵌入式大型语言模型的知识产权的新型水印框架，通过查询水印模型权重和匹配插入的签名来验证所有者身份，通过选择策略性的水印权重参数，在保持模型质量的同时确保稳健性。

EmMark: Robust Watermarks for IP Protection of Embedded Quantized Large Language Models

To address the IP theft risks posed by malicious end-users, EmMark enables proprietors to authenticate ownership by querying the watermarked model weights and matching the inserted signatures. EmMark's novelty lies in its strategic watermark weight parameters selection, nsuring robustness and maintaining model quality.

2024年2月27日 · This paper introduces EmMark,a novel watermarking framework for protecting the intellectual property (IP) of embedded large language models deployed on resource-constrained edge devices. To address the IP theft risks posed by malicious end-users, EmMark enables proprietors to authenticate ownership by querying the watermarked model weights and ...

本文介绍了 EmMark，这是一种新颖的水印框架，用于保护部署在资源受限的边缘设备上的嵌入式大型语言模型的知识产权 (IP)。 为了解决恶意最终用户带来的 IP 盗窃风险，EmMark 使所有者能够通过查询带水印的模型权重并匹配插入的签名来验证所有权。