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A Survey of Software Clone Detection from Security Perspective
2021
IEEE Access
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Yujie Gu and all the reviewers for their helpful advice on this manuscript. We thank Dr. ...
Maxine Garcia from Edanz Group (https://en-author-services.edanz.com/ac) for editing a draft of this manuscript. ...
[12] presented a malicious code clone detection technique for binary code based on token normalization levels. ...
doi:10.1109/access.2021.3065872
fatcat:fh6ysdrcqvawpay6s767i3na2u
DEEP LEARNING CLASSIFICATION METHODS APPLIED TO TABULAR CYBERSECURITY BENCHMARKS
2021
Zenodo
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It further extends the image classification problem to other cybersecurity benchmarks such as malware signatures extracted from binary headers, with an 80% overall accuracy to detect computer viruses as ...
Using one-hot-encodings, the resulting grayscale thumbnails provide a quarter-million examples for deep learning algorithms. ...
For cybersecurity applications, this work updates the UNSW-NB15 attack dataset [1] [2] [3] [4] and extends the popular intrusions detection system (IDS) originally inspired by the KDD-99/DARPA challenge ...
doi:10.5281/zenodo.4910770
fatcat:33dmempm5fhnrf5rt2bmkii2ie
Introduction to Hardware Security
2015
Electronics
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However, the understanding of hardware security is often mixed with cybersecurity and cryptography, especially cryptographic hardware. ...
For the same reason, the research scope of hardware security has never been clearly defined. ...
cybersecurity solutions, including emerging devices in hardware security applications and hardware-assisted cybersecurity. ...
doi:10.3390/electronics4040763
fatcat:njdmrvdogzc73mp4yun6rpnun4
ThingGate: A Gateway for Managing Traffic of Bare-metal IoT Honeypot
2020
Journal of Information Processing
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In order to observe and analyze such a variety of attacks in depth, there is an increasing need for bare-metal IoT devices as a honeypot, since it is costly to emulate device-specific vulnerabilities and ...
For instances, web UI of IP Cameras and routers are constantly searched and accessed if vulnerable. ...
Special thanks go to Dr. Erwan Le Malecot for the critical comments and help on the network infrastructure. ...
doi:10.2197/ipsjjip.28.481
fatcat:xwy2g5pxcjctxa47n366nhkfsq
Detecting Cryptojacking Web Threats: An Approach with Autoencoders and Deep Dense Neural Networks
2022
Applied Sciences
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This paper develops a method that performs a fingerprinting technique to detect possible malicious sites, which are then characterized by an autoencoding algorithm that preserves the best information of ...
However, malicious actors have taken advantage of this capability to insert malicious scripts and illegally mine data without the user's knowledge. ...
Acknowledgments: The authors thank the National Science and Technology Council of Mexico (CONACyT) and the Instituto Politécnico Nacional for the financial support for this research. ...
doi:10.3390/app12073234
fatcat:u65ziddminc2lf6ohgmzetnvne
Android Malware Family Classification Based on Resource Consumption over Time
[article]
2017
arXiv
pre-print
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Static malware analysis is known to fall short against techniques that change static characteristics of the malware (e.g. code obfuscation), while dynamic analysis has proven effective against such techniques ...
The latter is a key factor, since modern mobile malware can detect the emulated environment and hide their malicious behavior. ...
Acknowledgments This present work has been partially supported by a grant of the Italian Presidency of Ministry Council, and by CINI Cybersecurity National Laboratory within the project FilieraSicura: ...
arXiv:1709.00875v1
fatcat:2rnuz7n7ofdsxdrzesrsmqjaki
ICSREF: A Framework for Automated Reverse Engineering of Industrial Control Systems Binaries
[article]
2018
arXiv
pre-print
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To evaluate our framework we create a database of samples by collecting real PLC binaries from public code repositories, as well as developing binaries in-house. ...
Despite this attention, automation of the reverse engineering process of ICS binaries for programmable logic controllers remains an open problem, mainly due to the use of proprietary compilers by ICS vendors ...
When analyzing PLC malware, ICSREF can also assist in PLC code authorship attribution by identifying malicious actors through fingerprinting the code they utilize. ...
arXiv:1812.03478v1
fatcat:yb7nciblmvdj5bviy6vnqtvlly
A PUF- and Biometric-Based Lightweight Hardware Solution to Increase Security at Sensor Nodes
2018
Sensors
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Cryptographic algorithms based on symmetric key are very suitable for them. The drawback is that secure storage of secret keys is required. ...
Experimental results are included to prove how the proposed PUF-based solution can be implemented with the SRAMs of commercial Bluetooth Low Energy (BLE) chips which belong to the communication module ...
Acknowledgments: The authors would like to thank Alfredo Vázquez-Reyes for the first experiments with BLE chips.
Conflicts of Interest: The authors declare no conflict of interest. ...
doi:10.3390/s18082429
pmid:30049967
fatcat:6qs43dn7vrccjk3zycdhvrxmhq
SPAM: Signal Processing to Analyze Malware [Applications Corner]
2016
IEEE Signal Processing Magazine
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Acknowledgments We would like to thank Prof. Giovanni Vigna and Prof. Christopher Kruegel of UCSB Seclab for providing the malware data and for their valuable suggestions. ...
We are thankful to our colleagues who worked in this project: Dr. Gregoire Jacob, Dr. Dhilung Kirat and Dr. S. Karthikeyan. We would also like to thank Dr. ...
During the query phase, the fingerprint for the new sample is computed and matched with the existing fingerprints in the database to retrieve the top matches. ...
doi:10.1109/msp.2015.2507185
fatcat:bkypczxmo5efdll4i7u46dlw6a
An emerging threat Fileless malware: a survey and research challenges
2020
Cybersecurity
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The malware leverages the power of operating systems, trusted tools to accomplish its malicious intent. ...
The fileless malware attack is catastrophic for any enterprise because of its persistence, and power to evade any anti-virus solutions. ...
Acknowledgements Not applicable. Author's contribution The first author conceived the idea of the study and wrote the paper; all authors discussed and revised the final manuscript. ...
doi:10.1186/s42400-019-0043-x
fatcat:yfi4kodjirgx5e5xp36fwibpia
POW-HOW: An enduring timing side-channel to evade online malware sandboxes
[article]
2021
arXiv
pre-print
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technique used by malware for evading the analysis system is to monitor the execution environment, detect the presence of any debugging artifacts, and hide its malicious behavior if needed. ...
malicious behaviors. ...
An example [63] of application and analysis of hierarchical similarity for binary program comparison shows O(n 2 ) complexity. ...
arXiv:2109.02979v2
fatcat:2pgzanyjtrdjbmz7pqhz7qmcdi
The Curious Case of Machine Learning In Malware Detection
[article]
2019
arXiv
pre-print
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Next, we discuss possible solutions to these challenges and present the requirements of next-generation malware detection. ...
A comprehensive review of machine learning for malware detection is presented. ...
The proposed method requires access to the malware binaries and source code, besides, it is mainly useful for static malware detection systems. ...
arXiv:1905.07573v1
fatcat:o2nv3rrua5gpzng3sm2zyxbwla
A Deep Learning Approach for Malware and Software Piracy Threat Detection
2021
Engineering, Technology & Applied Science Research
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Internet of Things (IoT) -based systems need to be up to date on cybersecurity threats. ...
Apart from this, TensorFlow Deep Neural Networks (TFDNNs) are introduced to detect software piracy threats according to source code plagiarism. ...
Therefore, a fingerprinting method was proposed instead of the parse tree kernel. Authors in [21] introduced a behavioral approach called BPlag to detect source code plagiarism. ...
doi:10.48084/etasr.4412
fatcat:tdu5smb5hjgsdeegll6nmlo7vy
MobiX: A software proposal based authentication service for mobile devices
2016
2016 IEEE International Symposium on Signal Processing and Information Technology (ISSPIT)
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MobiX is a software security solution technology to enhance the networked mobile device trustworthiness, application integrity, preventing users from malware attacks. ...
MobiX provides two authentication layers and two additional security layers in addition to the conventional username-password for mobile devices in a unique system design. ...
The other recent advanced methods, e.g., using biometrics such as fingerprint, have been shown to be vulnerable to cybersecurity attacks, e.g., [6, 7] . ...
doi:10.1109/isspit.2016.7886041
dblp:conf/isspit/AlsaadiK0E16
fatcat:xsmxsrbswjeotkfgbtvvny2nte
On the application of sensor authentication with intrinsic physical features to vehicle security
2021
Computers & electrical engineering
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The application of different signal processing algorithms to an experimental dataset of 12 Hall sensors was evaluated. ...
A B S T R A C T Cybersecurity in the automotive sector is becoming increasingly important as modern vehicles can be exposed to cybersecurity threats and regulatory fraud. ...
Acknowledgment We acknowledge the technical support of the European Commission Joint Research Centre employee Jorge Figueiredo Morgado for the set up of the materials. ...
doi:10.1016/j.compeleceng.2021.107053
fatcat:q7sq7gebebhybgw7ewohpr32da
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