通过决策变压器解决非模块化网络崩问题
Kaili Ma1, Han Yang1, Shanchao Yang2
1Department of Computer Science and Engineering, The Chinese University of Hong Kong, New Territories, 999077, Hong Kong, China.
我们介绍了DT-NC,这是一个针对网络崩问题 (NCP) 的新框架. 在复杂的图形分析任务中,DT-NC有效地模拟了连续的动作,超过了现有的方法.
科学领域:
- 图形理论就是图形理论.
- 网络分析 网络分析
- 机器学习是机器学习.
背景情况:
- 网络崩问题 (NCP) 对于图形分析至关重要,但NP难.
- 传统的贪和现有的学习方法在NCP中扎着组合效应和顺序决策,特别是对于非子模块化函数.
研究的目的:
- 提出一个统一的框架,DT-NC,适应决策转换器的网络崩问题.
- 解决现有方法的局限性,以捕捉NCP中的顺序行动和组合效应.
主要方法:
- DT-NC框架适应了决策转换器架构.
- 该模型考虑了历史行动,以捕捉所选顶点的组合效应.
- 在不同的NCP和图形大小上进行评估.
主要成果:
- DT-NC有效地模拟了选定的顶点之间的依赖关系,处理非子模块化测量函数.
- 与各种NCP的最先进方法相比,表现出卓越的性能.
- DT-NC显示出出色的可转移性和通用性.
结论:
- DT-NC提供了一种强大的新方法来解决网络崩问题.
- 该框架模拟顺序决策和组合效应的能力提高了业绩,特别是对于非子模块化NCP.
更多相关视频
05:30Large Scale Energy Efficient Sensor Network Routing Using a Quantum Processor Unit
Published on: September 8, 2023
10:44Inherent Dynamics Visualizer, an Interactive Application for Evaluating and Visualizing Outputs from a Gene Regulatory Network Inference Pipeline
Published on: December 7, 2021
相关概念视频
Block Diagram Reduction
The first step in this process is the identification and relocation of a branch point. A branch point, where a...
Network Function of a Circuit
Theorems of Pappus and Guldinus: Problem Solving
Decision Making: Traditional Method
First, a specific claim about the population parameter is decided based on the research question and is stated in a simple form. Further, an opposing statement to this claim is also stated. These statements can act as null and alternative hypotheses, out of which a null hypothesis would be a...
Transformers with Off-Nominal Turns Ratios
Decision Making: P-value Method
First, a specific claim about the population parameter is proposed. The claim is based on the research question and is stated in a simple form. Further, an opposing statement to the claim is also stated. These statements can act as null and alternative hypotheses: a null hypothesis would be a neutral statement while the alternative hypothesis can...
