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7 results for “Vulnerable lines”
A Line-level Explainable Vulnerability Detection Approach for Java
<p>Given our modern society’s level of dependency on IT technology, high quality and security are not just desirable but rather vital properties of current software systems. Empirical methods leveraging the available rich open-source data and advanced data processing techniques of ML algorithms can help software developers ensure these properties. Nonetheless, state-of-the-art bug and vulnerability prediction methods are rarely used in practice due to numerous reasons. The predictions are not actionable in most of the cases due to their level of granularity (i.e., they mark entire classes/files to be buggy or vulnerable) and because the methods seldom provide explanation why a fragment of source code is problematic. In this paper, we present a novel Java vulnerability detection method that addresses both of these issues. It is an adaptation of our previous method for JavaScript that is capable of pinpointing vulnerable source code lines of a program together with a prototype-based explanation. The method relies on the word2vec similarity of code fragments to known vulnerable source code lines. Our empirical evaluation showed promising results, we could detect 61% and 41% of the vulnerable code lines by flagging only 43% and 22% of the program code lines, respectively, using two of the best detection configurations.</p> <p>The dataset contains the extracted vulnerable code lines and word2vec models used in the experiment on 205 Java projects.</p>
Data from: Towards a mechanistic understanding of vulnerability to hook-and-line fishing: boldness as the basic target of angling-induced selection
Open the record for dataset details and reuse information.
Reduced CT + Anti-PD-1 as First Line Tx in Vulnerable Older Adults w/Adv <50% PD-L1 Non-Small Cell Lung Cancer (NSCLC)
ClinicalTrials.gov study NCT06731413. IPD Sharing: NO. Countries: 1. Publications: 0.
Molecular basis for vulnerability to mitochondrial and oxidative stress in an insulinoma cell line
GEO Series GSE19948. Rattus norvegicus. 12 samples. Type: Expression profiling by array.
Mitochondrial fusion is a therapeutic vulnerability of acute myeloid leukemia [Cell lines shCTL shMFN2]
GEO Series GSE222165. Homo sapiens. 12 samples. Type: Expression profiling by array.
Functional RNAi Screens Define Distinct Protein Kinase Vulnerabilities in EGFR-Dependent HNSCC Cell Lines
GEO Series GSE132788. Homo sapiens. 75 samples. Type: Other.
Vulnerability Detection on Line Level
<p>Data used in my university project "Vulnerability Detection on Line Level".</p>
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Allen Brain Atlas
Allen Brain Atlas is an Allen Institute collection of brain map atlases, datasets, APIs, and analysis tools covering mouse, human, and non-human primate brain resources.
Annotated Behaviour and Observability Dataset (ABODe)
ABODe is a University of Edinburgh DataShare dataset for behavior classification in group-housed mice using home-cage video, identities, bounding boxes, ground-plate positions, and annotator labels.
DANDI Archive for NWB datasets
DANDI is a BRAIN Initiative archive for publishing and sharing neurophysiology data, including electrophysiology, optophysiology, and behavioral data packaged as NWB and related standards.
International Brain Laboratory public data
The International Brain Laboratory public data releases expose standardized mouse decision-making experiments, including Neuropixels recordings, widefield calcium imaging, behavior, and session metadata accessed through the ONE API.
OpenNeuro
OpenNeuro is a free, open platform for sharing neuroimaging datasets, with public search, dataset pages, and download paths for web, S3, DataLad, and the OpenNeuro CLI.