Comprehensive Java Metadata Tracking for Attack Detection and Repair

© 2020 IEEE. We present ClearTrack, a system that tracks meta-data for each primitive value in Java programs to detect and nullify a range of vulnerabilities such as integer overflow/underflow and SQL/command injection vulnerabilities. Contributions include new techniques for eliminating false posit...

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Main Authors: Perkins, Jeff, Eikenberry, Jordan, Coglio, Allessandro, Rinard, Martin
Other Authors: Massachusetts Institute of Technology. Computer Science and Artificial Intelligence Laboratory
Format: Article
Language:English
Published: IEEE 2021
Online Access:https://hdl.handle.net/1721.1/137581
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author Perkins, Jeff
Eikenberry, Jordan
Coglio, Allessandro
Rinard, Martin
author2 Massachusetts Institute of Technology. Computer Science and Artificial Intelligence Laboratory
author_facet Massachusetts Institute of Technology. Computer Science and Artificial Intelligence Laboratory
Perkins, Jeff
Eikenberry, Jordan
Coglio, Allessandro
Rinard, Martin
author_sort Perkins, Jeff
collection MIT
description © 2020 IEEE. We present ClearTrack, a system that tracks meta-data for each primitive value in Java programs to detect and nullify a range of vulnerabilities such as integer overflow/underflow and SQL/command injection vulnerabilities. Contributions include new techniques for eliminating false positives associated with benign integer overflows and underflows, new metadata-aware techniques for detecting and nullifying SQL/command command injection attacks, and results from an independent evaluation team. These results show that 1) ClearTrack operates successfully on Java programs comprising hundreds of thousands of lines of code (including instrumented jar files and Java system libraries, the majority of the applications comprise over 3 million lines of code), 2) because of computations such as cryptography and hash table calculations, these applications perform millions of benign integer overflows and underflows, and 3) ClearTrack successfully detects and nullifies all tested integer overflow and underflow and SQL/command injection vulnerabilities in the benchmark applications.
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spelling mit-1721.1/1375812022-09-26T10:59:08Z Comprehensive Java Metadata Tracking for Attack Detection and Repair Perkins, Jeff Eikenberry, Jordan Coglio, Allessandro Rinard, Martin Massachusetts Institute of Technology. Computer Science and Artificial Intelligence Laboratory © 2020 IEEE. We present ClearTrack, a system that tracks meta-data for each primitive value in Java programs to detect and nullify a range of vulnerabilities such as integer overflow/underflow and SQL/command injection vulnerabilities. Contributions include new techniques for eliminating false positives associated with benign integer overflows and underflows, new metadata-aware techniques for detecting and nullifying SQL/command command injection attacks, and results from an independent evaluation team. These results show that 1) ClearTrack operates successfully on Java programs comprising hundreds of thousands of lines of code (including instrumented jar files and Java system libraries, the majority of the applications comprise over 3 million lines of code), 2) because of computations such as cryptography and hash table calculations, these applications perform millions of benign integer overflows and underflows, and 3) ClearTrack successfully detects and nullifies all tested integer overflow and underflow and SQL/command injection vulnerabilities in the benchmark applications. 2021-11-05T18:57:22Z 2021-11-05T18:57:22Z 2020-06 2021-03-10T14:35:49Z Article http://purl.org/eprint/type/ConferencePaper https://hdl.handle.net/1721.1/137581 Perkins, Jeff, Eikenberry, Jordan, Coglio, Allessandro and Rinard, Martin. 2020. "Comprehensive Java Metadata Tracking for Attack Detection and Repair." Proceedings - 50th Annual IEEE/IFIP International Conference on Dependable Systems and Networks, DSN 2020. en 10.1109/dsn48063.2020.00024 Proceedings - 50th Annual IEEE/IFIP International Conference on Dependable Systems and Networks, DSN 2020 Creative Commons Attribution-Noncommercial-Share Alike http://creativecommons.org/licenses/by-nc-sa/4.0/ application/pdf IEEE MIT web domain
spellingShingle Perkins, Jeff
Eikenberry, Jordan
Coglio, Allessandro
Rinard, Martin
Comprehensive Java Metadata Tracking for Attack Detection and Repair
title Comprehensive Java Metadata Tracking for Attack Detection and Repair
title_full Comprehensive Java Metadata Tracking for Attack Detection and Repair
title_fullStr Comprehensive Java Metadata Tracking for Attack Detection and Repair
title_full_unstemmed Comprehensive Java Metadata Tracking for Attack Detection and Repair
title_short Comprehensive Java Metadata Tracking for Attack Detection and Repair
title_sort comprehensive java metadata tracking for attack detection and repair
url https://hdl.handle.net/1721.1/137581
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