The DIKWP model aims to transform opaque AI systems into "white-box" models, where every processing step is transparent, interpretable, and aligned with ethical standards and specific objectives. This paper del
One of the objectives of CIGRE JWG A2/C4.52 is to assess the accuracy of the manufacturer's white-box models in the context of general transient overvoltages that can occur in the system. As part of this activity, extensive measurements have been performed on tw...
When building machine learning models or algorithms, developers should adhere to the principle ofinterpretabilityso that they and their intended users know exactly how the inputs and inner workings achieve outputs.Interpretable AIis a book written by Ajay Thampi, a machine learning engineer a...
The Challenge of Black-Box AI Models The pervasive use of neural networks, particularly deep learning models, has revolutionized fields such as healthcare, finance, autonomous systems, and natural language processing. However, their inherent "black-box" nature—where the internal decision-making proces...
The white-box models are group method of data handling (GMDH) and genetic programming (GP), the deep learning approach is deep belief network (DBN) and extreme gradient boosting (XGBoost) was selected as an ensemble approach. The models were established utilizing an extensive database with 1516...
white-box modelingindividual-based modelingpopulation growth curvesautowavespopulation wavesBackground. Integration of reductionist and holistic approaches is one of the great challenges for mathematical modeling. Mathematical models of complex systems are divided into black-box, white-box and grey-box ...
The inputs generated by DeepXplore achieved 34.4% and 33.2% higher neuron coverage on average than the same number of randomly picked inputs and adversarial inputs (inputs to machine learning models that an attacker has intentionally designed to cause the model to make a mistake) respectively. ...
论文阅读-WhiteFox: White-Box Compiler Fuzzing Empowered by Large Language Models【OOPSLA‘24】 LEFT 来自专栏 · 安全论文阅读 3 人赞同了该文章 目录 收起 总结 Motivation Insight Method Experiment 总结 这篇文章是LingMing Zhang老师组的,和 TiTanFuzz【ISSTA‘23】师出同源,也都是针对 DL Library...
White-box models are preferred over black-box models in estimating black carbon because they are closer to physics-based models, and it is easier to spot the relative importance of the predictor variable. The black carbon model could serve as a virtual sensor integrating into air quality network...
During iterative interaction, the white-box models also have a judgment about responses generated by them. Consequently, the agreement ranking could be viewed as a pseudo label to dynamically update the in-context demonstrations and improve the preference ranking ability of black-box models. Through ...