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Improving Translational Accuracy02:07

Improving Translational Accuracy

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Base complementarity between the three base pairs of mRNA codon and the tRNA anticodon is not a failsafe mechanism. Inaccuracies can range from a single mismatch to no correct base pairing at all. The free energy difference between the correct and nearly correct base pairs can be as small as 3 kcal/ mol. With complementarity being the only proofreading step, the estimated error frequency would be one wrong amino acid in every 100 amino acids incorporated. However, error frequencies observed in...
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Transformation01:26

Transformation

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Microbial communities are dynamic environments where cell lysis releases free DNA into the surroundings. Other cells can take up this extracellular DNA through a process known as transformation.When a cell incorporates this foreign DNA into its genome, resulting in genetic modification, the process is known as transformation. Cells capable of this process are termed competent. Competence can be natural, as observed in certain bacteria and archaea, or artificially induced in the...
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Types of Genetic Transfer Between Organisms02:18

Types of Genetic Transfer Between Organisms

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Source Transformation01:15

Source Transformation

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Source transformation is a fundamental technique employed in circuit analysis, offering a valuable tool for simplifying complex electrical circuits. This technique involves the replacement of either a voltage source in series with a resistor by a current source in parallel with a resistor, or vice versa. The key concept here is that when the original sources are deactivated (turned off), the equivalent resistance at the circuit's end terminals remains the same.
It is essential to note that when...
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Generalization, Discrimination, and Extinction01:24

Generalization, Discrimination, and Extinction

802
Generalization, discrimination, and extinction are key concepts in operant conditioning that influence how behaviors are learned and maintained.
Generalization occurs when a behavior reinforced in one context is performed in similar situations. For instance, a student who studies diligently for calculus and receives excellent grades might apply the same study habits to psychology and history, expecting similar results. Generalization shows how learning in one setting can influence behavior in...
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Transduction01:16

Transduction

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Among the three main modes of HGT—transformation, conjugation, and transduction—transduction is unique in that it is mediated by bacteriophages, or bacterial viruses.Transduction occurs in two ways. Generalized transduction occurs during the lytic cycle of a bacteriophage infection. In this process, bacteriophages infect bacterial cells, replicate within them, and ultimately cause cell lysis, releasing newly assembled virions. Occasionally, random fragments of the bacterial genome...
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相关实验视频

Updated: Sep 13, 2025

Augmenting Large Language Models via Vector Embeddings to Improve Domain-Specific Responsiveness
03:14

Augmenting Large Language Models via Vector Embeddings to Improve Domain-Specific Responsiveness

Published on: December 6, 2024

684

通过转换推理提升对抗性可转移性.

Jiaxin Hu1, Jie Lin1, Xiangyuan Yang1

  • 1School of Computer Science and Technology, Xi'an Jiaotong University, Xi'an, China.

Neural networks : the official journal of the International Neural Network Society
|July 30, 2025
PubMed
概括

本研究引入了一种新的转换变量推理攻击 (TVIA),以提高对抗性示例的可转移性. TVIA增强了输入转换的多样性,在各种模型中显著提高了黑子攻击成功率.

科学领域:

  • 人工智能的人工智能
  • 机器学习安全 机器学习安全
  • 计算机视觉 计算机视觉

背景情况:

  • 敌对的例子在黑子攻击中至关重要,但它们的可转移性通常是有限的.
  • 现有的输入转换方法是经验性的,未能探索各种转换.

研究的目的:

  • 提出一种新的转换变量推理攻击 (TVIA),以提高对抗性示例的可转移性.
  • 为了提高输入转换的多样性,以便进行更强大的对抗性攻击.

主要方法:

  • 在变量自编码器 (VAE) 中利用变量推理 (VI) 来探索更广泛的输入转换.
  • 修改VAE的抽样过程,以产生多样化的对抗性例子.
  • 将转换的图像与原始图像融合在一起,并添加随机噪声来稳定梯度.

主要成果:

  • TVIA显著增强了对抗性例子的多样性.
  • 在Cifar10,Cifar100和ImageNet数据集上的实验结果显示,TVIA在攻击成功率 (ASR) 中超过了现有的方法.
  • 在从Inc-v3转移到Inc-v4.4时,实现了95.80%的ASR.

结论:

关键词:
敌对的攻击是敌对的攻击.反对性的可转让性.输入的转换输入的转换

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  • TVIA有效地提高了不同模型中对抗性示例的可转移性.
  • 提出的方法通过探索更广泛的转换来解决经验方法的局限性.
  • TVIA为开发更强大的黑子对抗性攻击提供了一个有希望的方向.