Feature dependence graph based source code loophole detection method by Hongyu YANG, Haiyun YANG, Liang ZHANG, Xiang CHENG

“…Given the problem that the existing source code loophole detection methods did not explicitly maintain the semantic information related to the loophole in the source code, which led to the difficulty of feature extraction of loo-phole statements and the high false positive rate of loophole detection, a source code loophole detection method based on feature dependency graph was proposed.First, extracted the candidate loophole statements in the function slice, and gen-erated the feature dependency graph by analyzing the control dependency chain and data dependency chain of the candi-date loophole statements.Secondly, the word vector model was used to generate the initial node representation vector of the feature dependency graph.Finally, a loophole detection neural network oriented to feature dependence graph was constructed, in which the graph learning network learned the heterogeneous neighbor node information of the feature de-pendency graph and the detection network extracted global features and performed loophole detection.The experimental results show that the recall rate and F1 score of the proposed method are improved by 1.50%～22.32% and 1.86%～16.69% respectively, which is superior to the existing method.…”
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A Kansei-Oriented Morphological Design Method for Industrial Cleaning Robots Integrating Extenics-Based Semantic Quantification and Eye-Tracking Analysis by Qingchen Li, Yiqian Zhao, Yajun Li, Tianyu Wu

“…Second, eye-tracking experiments captured users’ visual-attention patterns during robot observation, allowing us to identify pivotal design elements and assemble a sample repository. Finally, the semantic differential method collected users’ evaluations of these design elements, and correlation analysis mapped emotional needs onto stylistic features. …”
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Integration of semantic verication into Java compilers by A. V. Klepinin, A. A. Melentyev

“…This paper introduces a method for static semantic analysis of source codes at com- pilation time directly within standard compilers. …”
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Semantic Fields in Nawbar Ahmad Khani by Huda Abdulqader Qasim

“…We chose this dictionary to show the fields that the author wanted the Kurdish child to learn. The method followed in the research is the descriptive method in classifying the lexical fields. …”
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The Value Semantics in “Intelligent Travel” Discourse by O. V. Ramantova

“…For the selection of travel texts, the continuously sampling method was used. The general methodology of studying the “intelligent/slow travel” concept also includes the method of semantic analysis, the method of semantic-stylistic analysis, elements of communicative-pragmatic analysis.Results and discussion. …”
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The Semantic Study of Ethics by Sheikh Eshraq by Hussein Ahmadi

“…This paper aims to survey the semantics of the mentioned concepts with the analytic method through intellect from the viewpoint of Sheikh Eshraq. …”
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Collocation ranking: frequency vs semantics by Nikola Ljubešić, Nataša Logar, Iztok Kosem

“…In the paper, we present a comparison between two approaches to the ranking of collocates: (a) the logDice method, which is dominantly used and frequency-based, and (b) the fastText word embeddings method, which is new and semantic-based. …”
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Semantically Expanded Spoken Term Detection by Zhanibek Kozhirbayev, Zhandos Yessenbayev

“…We propose an approach to enhance existing spoken content retrieval methods by searching semantically expanded query sets and leveraging the advanced features of search engines. …”
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A survey of semantic applications in communications by Yingzi XU, Yuan LIU, Mengran SHI, Shujun HAN, Chen DONG, Bizhu WANG

“…With the development of artificial intelligence technology and wireless communication technology, the future communication networks for all things intelligent connected uses semantic segmentation, semantic network and other technologies more and more frequently, and the semantic information-based technologies are applied to various fields.Semantic communication is a communication method for multi-agent interaction.By extracting the requirements and information characteristics of agents, coding and transmission, the accurate transmission of semantics from agents can be realized.Firstly, the development of semantic related technology in artificial intelligence was analyzed.And then the application of semantics in communication was summarized.Finally, the application of semantic information in other fields was analyzed, and the development trend of semantics in other fields was discussed.…”
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Trans-Disciplinary Communication: Context and Semantics by Maurício Vieira Kritz

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Semantic ECG hash similarity graph by Yixian Fang, Shilin Zhang, Yuwei Ren

“…Abstract Graph-based methods have made significant progress in addressing the dependent correlations among ECG time series variables. …”
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Semantics of visual models in space research by V. P. Savinykh, S. G. Gospodinov, S. A. Kudzh, V. Ya. Tsvetkov, I. P. Deshko

“…The aim of the study is to develop a methodology for assessing the semantics of weakly structured or morphologically complex visual information models. …”
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On the Question of the Semantic Understanding of the Cartoon by Preschoolers by Vladimir S. Sobkin, Irina A. Ryabkova, Nadezhda E. Antufueva, Mariya S. Sokolova

“…In this regard, the need for a deeper study of this issue and the analysis of the semantic perception of cartoons at preschool age becomes particularly relevant. …”
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RE-TERMINOLOGISATION AS A METHOD FOR TERMINOLOGICAL SYSTEMS COMPLETING (on the material of Ukrainian computer terminology) by Iryna B. Mentynska, Halyna V. Nakonechna

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PISCFF-LNet: A Method for Autonomous Flight of UAVs Based on Lightweight Road Extraction by Yuanxu Zhu, Tianze Zhang, Aiying Wu, Gang Shi

“…The experimental results demonstrate that PISCFF-LNet achieves improvements of 1.06% in Intersection over Union (IoU) and 0.83% in F1-Score on the DeepGlobe Road dataset, and 1.03% in IoU and 0.57% in F1-Score on the DRS Road dataset, compared to existing methods. Finally, we applied the algorithm to a UAV, using a PID-based flight-control algorithm. …”
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SDDGRNets: Level–Level Semantically Decomposed Dynamic Graph Reasoning Network for Remote Sensing Semantic Change Detection by Zhuli Xie, Gang Wan, Yunxia Yin, Guangde Sun, Dongdong Bu

“…Semantic selection aggregation is used to enhance the characterization of global and contextual semantics. …”
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PASeg: positional-guided segmenter with multimodal semantic alignment for enhancing urban scene 3D semantic segmentation by Yang Luo, Ting Han, Xiaorong Zhang, Yujun Liu, Duxin Zhu, Jinyuan Li, Yiping Chen, Yundong Wu, Guorong Cai, Yingchao Piao, Jinhe Su

“…The interaction between PGC and MSA strengthens large-scale 3D semantic segmentation synergistically. Extensive experiments on the SemanticKITTI and nuScenes datasets demonstrate that PASeg’s overall segmentation performance is competitive with state-of-the-art methods. …”
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Event Knowledge in Compositional Distributional Semantics by Ludovica Pannitto, Alessandro Lenci

“…The great majority of compositional models in distributional semantics present methods to compose vectors or tensors in a representation of the sentence. …”
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Image Captioning Based on Semantic Scenes by Fengzhi Zhao, Zhezhou Yu, Tao Wang, Yi Lv

“…Additionally, image captioning methods are unable to extract complete semantic information from visual data, which may lead to captions with biases and deficiencies. …”
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Operational Semantics of Annotated Reflex Programs by Igor S. Anureev

“…The paper presents the formal operational semantics of Reflex programs extended by annotations describing the formal specification of software requirements as a necessary basis for the application of such methods. …”
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