Flow2vec
WebFlow2Vec: value-flow-based precise code embedding. Yulei Sui. University of Technology Sydney, Australia, Xiao Cheng. Beijing University of Posts and Telecommunications, China, Guanqin Zhang. University of Technology Sydney, Australia, Haoyu Wang. WebThis paper presents Flow2Vec, a new code embedding approach that precisely preserves interprocedural program dependence (a.k.a value-flows). By approximating the high-order proximity, i.e., the ...
Flow2vec
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WebDec 21, 2016 · Flow2vec - exploiting co-occurence within NetFlow data. Attempting to find some co-occurence patterns in the flow data according to how an algorithm like word2vec, in its skip-gram implementation … WebRead Flow2Vec: value-flow-based precise code embedding
WebFlow2vec: Value-flow-based precise code embedding. Y Sui, X Cheng, G Zhang, H Wang. Proceedings of the ACM on Programming Languages 4 (OOPSLA), 1-27, 2024. 53: 2024: Understanding the purpose of permission use in mobile apps. H Wang, Y Li, Y Guo, Y Agarwal, JI Hong. WebNov 1, 2024 · PDF On Nov 1, 2024, Yao Wan and others published Multi-modal Attention Network Learning for Semantic Source Code Retrieval Find, read and cite all the research you need on ResearchGate
WebFlow2vec: Value-flow-based precise code embedding. Proceedings of the ACM on Programming Languages 4, OOPSLA (2024), 1--27. Google Scholar Digital Library; Yu Sun, Shuohuan Wang, Yu-Kun Li, Shikun Feng, Xuyi Chen, Han Zhang, Xin Tian, Danxiang Zhu, Hao Tian, and Hua Wu. 2024. ERNIE: Enhanced Representation through Knowledge … Webcharacteristics of programming languages. flow2vec [44], inst2vec [10], and DeepSim [54] are designed based on specific compilers such as LLVM [34] and WALA [1]. The above restrictions hinder the industrial applications of existing code representation approaches. In the industrial practice of neural code representation, we are
WebNov 15, 2024 · Hi, this is Yulei Sui, a faculty member at University of Technology Sydney, Australia. Our OOPSLA'20 talk will present a new code embedding approach called F...
WebNov 17, 2024 · This paper presents Flow2Vec, a new code embedding approach that precisely preserves interprocedural program dependence (a.k.a value-flows). By approximating the high-order proximity, i.e., the asymmetric transitivity of value-flows, Flow2Vec embeds control-flows and alias-aware data-flows of a program in a low … china raids us firm fox newsWebclassification and code summarization. Wrote the paper: Flow2Vec: Value-Flow-Based Precise Code Embedding • Control-Flow Related (CFR) vulnerability Detection Lead-Developer Sep 2024 – Oct 2024 Led a team of 6 peers to develop a vulnerability detecting system: The system tackles high-level control-flow chinar afghanistanWebBy approximating the high-order proximity, i.e., the asymmetric transitivity of value-flows, Flow2Vec embeds control-flows and alias-aware data-flows of a program in a low-dimensional vector space. Our value-flow embedding is formulated as matrix multiplication to preserve context-sensitive transitivity through CFL-reachability by filtering out ... china raids us firm yahooWebSep 30, 2024 · A comprehensive multi-modal representation is developed for representing unstructured and structured features of source code, with one LSTM for the sequential tokens of code, a Tree-LSTM for the AST of code and a GGNN (Gated Graph Neural Network) for the CFG of code. Furthermore, a multi-modal attention fusion layer is … grammar editing worksheets high schoolWebGitHub Pages grammar editing tools for educatorsWebFlow2Vec: Value-Flow-Based Precise Code Embedding. This package contains the implementation of Flow2Vec, a new code embedding approach that precisely preserves interprocedural program dependence (a.k.a value-flows), from our paper: Yulei Sui, Xiao Cheng, Guanqin Zhang, Haoyu Wang, "Flow2Vec: Value-Flow-Based Precise Code … grammar education for adultsWebJul 19, 2024 · Abstract. Just-in-time (JIT) defect prediction can help developers quickly identify whether a change is defective or not. The features extracted from changes play an essential role in building an accurate prediction model. In recent years, it has been considered effective to extract the semantic features of software code files by using code ... grammar editing tools