保护隐私的模型转录与差别私有合成蒸
IEEE transactions on pattern analysis and machine intelligence
|January 29, 2026
概括
这项研究介绍了差异性私有合成蒸,这是一种创新的方法,可以在不使用原始数据的情况下创建保护隐私的AI模型. 这种技术确保了数据隐私,同时保持了各种应用程序的模型性能.
科学领域:
- 人工智能的人工智能
- 机器学习 机器学习
- 数据 隐私 数据 隐私 数据
背景情况:
- 在私人数据上训练的深度学习模型有隐私泄露的风险.
- 现有的部署方法可能会暴露敏感信息.
- 需要安全的模型部署解决方案至关重要.
研究的目的:
- 开发一种无数据,模型对模型的转换技术,用于维护隐私的AI部署.
- 引入一种新的方法来转录模型,同时保证隐私.
- 为了实现下游任务的私有合成数据的生成.
主要方法:
- 提出了差异化的私有合成蒸,一个合作-竞争的学习框架.
- 使用可训练生成器创建合成数据,而无需访问私有数据集.
- 实现了三个玩家的优化:生成器,教师模型和学生模型.
- 采用灵活的数据或标记噪音干扰以实现差异化的隐私.
- 应用对抗性培训,学生模型作为歧视者.
主要成果:
- 拟议的方法保证了差异化的隐私和趋同.
- 转录的学生模型表现出强大的性能和强大的隐私保护.
- 该生成器成功地产生了适合下游任务的私有合成数据.
- 在广泛的实验中超越了26种最先进的方法.
结论:
- 不同的私有合成蒸为保护隐私的模型部署提供了有效的无数据解决方案.
- 该方法确保了模型的实用性和数据保密性.
- 生成的合成数据可能对未来的机器学习任务有价值.
相关概念视频
Transcription Factors
82.7K
Tissue-specific transcription factors contribute to diverse cellular functions in mammals. For example, the gene for beta globin, a major component of hemoglobin, is present in all cells of the body. However, it is only expressed in red blood cells because the transcription factors that can bind to the promoter sequences of the beta globin gene are only expressed in these cells. Tissue-specific transcription factors also ensure that mutations in these factors may impair only the function of...
82.7K
Master Transcription Regulators
7.8K
Master transcription regulators are regulatory proteins that are predominantly responsible for regulating the expression of multiple genes. Often these genes work in concert to drive a complex process. Activation of a master transcription regulator can lead to a cascade of transcriptional activation necessary for that outcome. These regulators can directly bind to the regulatory sequences of the various genes involved, or they can indirectly regulate transcription by binding to regulatory...
7.8K
Transcription
156.2K
Overview
Transcription is the process of synthesizing RNA from a DNA sequence by RNA polymerase. It is the first step in producing a protein from a gene sequence. Additionally, many other proteins and regulatory sequences are involved in the proper synthesis of messenger RNA (mRNA). Regulation of transcription is responsible for the differentiation of all the different types of cells and often for the proper cellular response to environmental signals.
Transcription Can Produce Different Kinds...
Transcription is the process of synthesizing RNA from a DNA sequence by RNA polymerase. It is the first step in producing a protein from a gene sequence. Additionally, many other proteins and regulatory sequences are involved in the proper synthesis of messenger RNA (mRNA). Regulation of transcription is responsible for the differentiation of all the different types of cells and often for the proper cellular response to environmental signals.
Transcription Can Produce Different Kinds...
156.2K
Distillation: Vapor–Liquid Equilibria
4.6K
Distillation is a separation technique that takes advantage of the boiling point properties of disparate elements in a mixture. To perform distillation, we begin by heating a miscible mixture of two liquids with a significant difference in boiling points (at least 20°C). As the solution heats up and reaches the bubble point of the more volatile component, some molecules of the more volatile component transition into the gas phase and travel upward into the condenser, which is a glass tube...
4.6K
Modeling with Differential Equations
68
Population dynamics can be described mathematically by considering the population size P(t) as a function of time. The rate of change of the population is then represented by the derivative of P(t). A simple assumption is that the rate of growth is proportional to the size of the population itself. This leads to an exponential growth model, where the population increases rapidly without bound. While this is a useful first approximation, it does not reflect realistic long-term...
68
Synthetic Biology
5.6K
Synthetic biology is an interdisciplinary science that involves using principles from disciplines such as engineering, molecular biology, cell biology, and systems biology. It involves remodeling existing organisms from nature or constructing completely new synthetic organisms for applications such as protein or enzyme production, bioremediation, value-added macromolecule production, and the addition of desirable traits to crops, to name a few.
Golden rice
Golden rice is a genetically modified...
Golden rice
Golden rice is a genetically modified...
5.6K


