Jove
Visualize
联系我们
JoVE
x logofacebook logolinkedin logoyoutube logo
关于 JoVE
概览领导团队博客JoVE 帮助中心
作者
出版流程编辑委员会范围与政策同行评审常见问题投稿
图书馆员
用户评价订阅访问资源图书馆顾问委员会常见问题
研究
JoVE JournalMethods CollectionsJoVE Encyclopedia of Experiments存档
教育
JoVE CoreJoVE BusinessJoVE Science EducationJoVE Lab Manual教师资源中心教师网站
使用条款与条件
隐私政策
政策

相关概念视频

Norton's Theorem01:14

Norton's Theorem

603
Norton's theorem is a fundamental principle stating that a linear two-terminal circuit can be substituted with an equivalent circuit, which comprises a current source (ⅠN) in parallel with a resistor (RN). Here, ⅠN represents the short-circuit current flowing through the terminals, and RN stands for the input or equivalent resistance at the terminals when all independent sources are deactivated. This implies that the circuit illustrated in Figure (a) can be exchanged with the...
603
SFG Algebra01:16

SFG Algebra

120
In Signal Flow Graph (SFG) algebra, the value a node represents is determined by the sum of all signals entering that node. This summed value is then transmitted through every branch leaving the node, making the SFG a powerful tool for visualizing and analyzing control systems.
Each node in an SFG corresponds to a variable, and the interactions between nodes are represented by branches with associated gains. When multiple branches lead into a node, the value at that node is the sum of the...
120
Castigliano's Theorem01:18

Castigliano's Theorem

409
Castigliano's theorem analyzes displacements and rotations in elastic structures. It relates the derivative of elastic strain energy to the applied forces or moments, allowing for the calculation of deformations. The theorem states that the partial derivative of the total strain energy of a system with respect to a specific load results in the displacement at the point where the load is applied. This principle applies to both forces and moments.
409
Thevinin's Theorem01:15

Thevinin's Theorem

562
Thévenin's theorem plays a pivotal role in electrical circuit analysis, offering a solution to the challenges posed by variable loads within a circuit. In practical applications, it is common to encounter circuits where certain elements remain fixed while others fluctuate, often referred to as the "load." A typical household electrical outlet serves as a prime example of a variable load, as it can be connected to a variety of appliances, each with its own unique electrical...
562
Castigliano's Theorem: Problem Solving01:14

Castigliano's Theorem: Problem Solving

660
The deflection of a simply supported beam that carries a central point load can be analyzed using structural mechanics principles, particularly by applying Castigliano's theorem. This theorem relates the displacement at the load application point to the partial derivatives of the strain energy in the structure. The simply supported beam with a point load at its center has symmetric reaction forces at the supports, each bearing half of the load. The bending moment at any point along the beam...
660
Principle of Equivalence01:18

Principle of Equivalence

2.2K
According to Albert Einstein (1897-1955), free-falling and feeling weightless are intrinsically linked. If a person were in free-fall under gravity, for example, diving towards the Earth from an airplane, they would feel completely weightless. Similarly, a person descending in a lift may feel partially weightless. Broadly speaking, it is assumed that an object in a uniform gravitational field and an object undergoing constant acceleration in the absence of gravity are under the same...
2.2K

您也可能阅读

相关文章

通过共同作者、期刊和引用图与本文相关的文章。

排序
Same author

Airway epithelial dysfunction in asthma pathogenesis: epigenetic mechanisms, inflammatory crosstalk, and therapeutic opportunities.

Frontiers in allergy·2026
Same author

All-Printed MXene-Based Springs for Concurrent Bidirectional Hand Motion Capture.

ACS nano·2026
Same author

Effective point spread function modeling of photoacoustic remote sensing microscopy towards resolution enhancement.

Photoacoustics·2026
Same author

Genome-wide identification of ATP-binding cassette (ABC) transporters and functional characterization of FpYOR1 in multidrug sensitivity and virulence of Fusarium pseudograminearum.

Pesticide biochemistry and physiology·2026
Same author

Resistance risk assessment and molecular basis of phenamacril in Fusarium pseudograminearum.

Pesticide biochemistry and physiology·2026
Same author

Erratum to "Genome-wide identification of ATP-binding cassette (ABC) transporters and functional characterization of FpYOR1 in multidrug sensitivity and virulence of Fusarium pseudograminearum" <[Pesticide Biochemistry and Physiology 220 (2026) 107052/YPEST_107052]>.

Pesticide biochemistry and physiology·2026

相关实验视频

Updated: Jul 10, 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

596

通过可验证计算和同型加密来推进联合学习.

Bingxue Zhang1, Guangguang Lu1, Pengpeng Qiu1

  • 1School of Optical-Electrical and Computer Engineering, University of Shanghai for Science and Technology, Shanghai 200093, China.

Entropy (Basel, Switzerland)
|November 24, 2023
PubMed
概括

本研究介绍了一种使用零知识虚拟机 (ZKVM) 和同型加密的新型联合学习框架,以增强安全性和保护全球模式隐私. 该框架确保了机器学习任务的可验证证据,并在IRIS数据集上实现了90%的准确性.

科学领域:

  • 保护隐私的机器学习保护隐私
  • 应用密码学 应用密码学
  • 分布式系统 分布式系统

背景情况:

  • 联合学习 (FL) 容易受到恶意节点和全球模式隐私侵犯的影响.
  • 现有的FL研究缺乏保护全球模型隐私的方法.
  • 新兴的加密工具,如ZKVM和同态加密,提供了潜在的解决方案.

研究的目的:

  • 引入一个新的联合学习框架,增强安全和隐私.
  • 为了应对保护全球模式隐私在FL的挑战.
  • 为了利用ZKVM进行可验证的证明和同态加密来实现安全的计算.

主要方法:

  • 集成零知识虚拟机 (ZKVM) 用于本地计算证明和执行完整性证明.
  • 实现完全同型加密 (FHE) 以实现密码文本空间中的计算.
  • 开发一个新的联合学习框架,将ZKVM和FHE结合起来.

主要成果:

  • 实现了多类和任意缩放的机器学习任务的零知识证明 (ZKP).
  • 在本地计算和通过加密传输期间确保全球模型隐私.
  • 在IRIS数据集上表现出令人满意的90%的模型准确度,尽管FHE的影响.
关键词:
联合学习的联合学习同型型的加密方式.隐私模式 隐私模式 隐私模式可以验证的可验证性.一个零知识的虚拟机.

更多相关视频

Large Scale Energy Efficient Sensor Network Routing Using a Quantum Processor Unit
05:30

Large Scale Energy Efficient Sensor Network Routing Using a Quantum Processor Unit

Published on: September 8, 2023

584
Generation and Coherent Control of Pulsed Quantum Frequency Combs
06:42

Generation and Coherent Control of Pulsed Quantum Frequency Combs

Published on: June 8, 2018

9.0K

相关实验视频

Last Updated: Jul 10, 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

596
Large Scale Energy Efficient Sensor Network Routing Using a Quantum Processor Unit
05:30

Large Scale Energy Efficient Sensor Network Routing Using a Quantum Processor Unit

Published on: September 8, 2023

584
Generation and Coherent Control of Pulsed Quantum Frequency Combs
06:42

Generation and Coherent Control of Pulsed Quantum Frequency Combs

Published on: June 8, 2018

9.0K

结论:

  • 拟议的框架为联合学习提供了一种高度安全的方法.
  • 集成ZKVM和FHE有效地保护全球模式的隐私,并确保计算完整性.
  • 该框架显示,随着加密工具的进步,未来的效率和安全性有望提高.