通过具有成本效益的景观平整提高对抗性可转让性.
IEEE transactions on pattern analysis and machine intelligence
|February 13, 2026
概括
本研究引入了一种新的方法,通过平整输入损失格局来提高对抗性示例的可转移性. 通过优化局部最大值和最小值的干扰,成本效益的景观平整 (CLEF) 攻击可以提高跨模型攻击的成功率.
科学领域:
- 人工智能的人工智能
- 计算机视觉 计算机视觉
- 机器学习安全 机器学习安全
背景情况:
- 敌对的例子表明机器学习模型的漏洞.
- 对抗性示例的可转移性,特别是针对性的示例,对于实际攻击至关重要.
- 现有的方法专注于优化损失景观最大值的扰动,忽视最小值.
研究的目的:
- 从理论和经验上证明,平整输入损失格局可以提高对抗性转移性.
- 提出一种新的,具有成本效益的攻击方法,考虑本地最大值和最小值,以提高可转移性.
主要方法:
- 理论上分析了损失景观平整对对抗性可转移性的影响.
- 提出了具有成本效益的景观平整 (CLEF) 攻击.
- 使用的梯度重用用于优化到局部最大值.
- 采用概率模型来优化局部最小值,从而实现预训练.
主要成果:
- 证明优化局部最大值和最小值的扰动会使损失格局变得平坦.
- 与现有方法相比,CLEF攻击显著提高了针对性的对抗性可转移性.
- 对于最小值优化的概率建模可以预训练,从而降低攻击成本.
结论:
- 通过考虑最大值和最小值来平整损失格局是一种有效的策略,可以增强对抗性转移性.
- 拟议的CLEF攻击提供了一种具有成本效益和强大的方法,用于生成可转移的对抗示例.
- 这项研究为了解和改进对手的强度和攻击方法提供了新的途径.
相关概念视频
¹³C NMR: Distortionless Enhancement by Polarization Transfer (DEPT)
1.7K
When proton-coupled carbon-13 spectra are simplified by a broadband proton decoupling technique, structural information about the coupled protons is lost. Distortionless enhancement by polarization transfer (DEPT) is a technique that provides information on the number of hydrogens attached to each carbon in a molecule. While the DEPT experiment utilizes complex pulse sequences, the pulse delay and flip angle are specifically manipulated. The resulting signals have different phases depending on...
1.7K
Insensitive Nuclei Enhanced by Polarization Transfer (INEPT)
1.1K
Insensitive Nuclei Enhanced by Polarization Transfer (INEPT) is an advanced Nuclear Magnetic Resonance (NMR) technique specifically designed to detect and enhance the signals of low-abundance nuclei, such as carbon-13 and nitrogen-15, in small molecules. The fundamental principle behind INEPT is the transfer of polarization from a more abundant and highly polarizable nucleus, typically hydrogen-1, to the low-abundance nucleus of interest. This process effectively boosts the NMR signal of the...
1.1K
Self-Evaluation: Self-Enhancement and Self-Verification
5.8K
Social psychologists have documented that feeling good about ourselves and maintaining positive self-esteem is a powerful motivator of human behavior (Tavris & Aronson, 2008). In the United States, members of the predominant culture typically think very highly of themselves and view themselves as good people who are above average on many desirable traits (Ehrlinger, Gilovich, & Ross, 2005). Often, our behavior, attitudes, and beliefs are affected when we experience a threat to our...
5.8K
Bioavailability Enhancement: Drug Solubility Enhancement
278
Body:Bioavailability is a critical factor in determining a drug's effectiveness. It refers to the proportion of a drug that enters the circulation when introduced into the body and is, as a result, able to have an active effect. Enhancing bioavailability is essential for drugs with poor solubility, as it can significantly impact their therapeutic efficacy. Various methods are employed to increase the solubility of drugs, thereby enhancing their bioavailability.Micronization and nanonization are...
278
Bioavailability Enhancement: Drug Permeability Enhancement
213
Body:After oral administration, poor permeability often limits the rate at which drugs are absorbed through the intestinal epithelium. Enhancing drug permeability is crucial for effective therapy, and several strategies have been developed to overcome this challenge.One effective strategy involves the use of lipid-based formulations. These formulations enhance dissolution and solubility, targeting physiological mechanisms to increase drug absorption. This includes stimulating bile salt...
213
Bioavailability Enhancement: Drug Stability Enhancement and GI Retention
226
Body:Improving a drug's stability in the gastrointestinal (GI) tract is paramount for enhancing its bioavailability and therapeutic effectiveness. Various strategies are employed to protect the drug from the harsh gastric milieu and to ensure its release and absorption at the desired site within the GI tract.Polymer coatings are one such method used to shield drugs from the stomach's acidic environment. By preventing premature drug release, these coatings improve the bioavailability of unstable...
226


