Papers Computer Security
“Computer Security” 태그가 달린 논문 70편 · 필터 해제
Neural Network-based Graph Embedding for Cross-Platform Binary Code Similarity Detection
The problem of cross-platform binary code similarity detection aims at detecting whether two binary functions coming from different platforms are similar or not. It has many security applications, including plagiarism de…
Computer SecurityGraph EmbeddingGraph MatchingMalware DetectionA Survey on Resilient Machine Learning
Machine learning based system are increasingly being used for sensitive tasks such as security surveillance, guiding autonomous vehicle, taking investment decisions, detecting and blocking network intrusion and malware e…
BIG-bench Machine LearningBlockingComputer SecuritySurveyAdequacy of the Gradient-Descent Method for Classifier Evasion Attacks
Despite the wide use of machine learning in adversarial settings including computer security, recent studies have demonstrated vulnerabilities to evasion attacks---carefully crafted adversarial samples that closely resem…
Computer SecurityLSTM-Based System-Call Language Modeling and Robust Ensemble Method for Designing Host-Based Intrusion Detection Systems
In computer security, designing a robust intrusion detection system is one of the most fundamental and important problems. In this paper, we propose a system-call language-modeling approach for designing anomaly-based ho…
Computer SecurityIntrusion DetectionLanguage ModelingLanguage ModellingSelf-Organising Maps in Computer Security
Some argue that biologically inspired algorithms are the future of solving difficult problems in computer science. Others strongly believe that the future lies in the exploration of mathematical foundations of problems a…
Anomaly DetectionComputer SecurityNovel Feature Extraction, Selection and Fusion for Effective Malware Family Classification
Modern malware is designed with mutation characteristics, namely polymorphism and metamorphism, which causes an enormous growth in the number of variants of malware samples. Categorization of malware samples on the basis…
Computer SecurityGeneral ClassificationMalware ClassificationRandomized LU decomposition: An Algorithm for Dictionaries Construction
In recent years, distinctive-dictionary construction has gained importance due to his usefulness in data processing. Usually, one or more dictionaries are constructed from a training data and then they are used to classi…
Computer SecurityFile Type IdentificationGeneral ClassificationTopic Modeling of Hierarchical Corpora
We study the problem of topic modeling in corpora whose documents are organized in a multi-level hierarchy. We explore a parametric approach to this problem, assuming that the number of topics is known or can be estimate…
Computer SecurityStratified Graphical Models - Context-Specific Independence in Graphical Models
Theory of graphical models has matured over more than three decades to provide the backbone for several classes of models that are used in a myriad of applications such as genetic mapping of diseases, credit risk evaluat…
Computer SecurityImmune System Approaches to Intrusion Detection - A Review (ICARIS)
The use of artificial immune systems in intrusion detection is an appealing concept for two reasons. Firstly, the human immune system provides the human body with a high level of protection from invading pathogens, in a …
Computer SecurityIntrusion Detection