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Malware Analysis

Papers

Showing 125 of 89 papers

TitleStatusHype
Magika: AI-Powered Content-Type DetectionCode11
EMBER2024 -- A Benchmark Dataset for Holistic Evaluation of Malware ClassifiersCode2
Binary Black-box Evasion Attacks Against Deep Learning-based Static Malware Detectors with Adversarial Byte-Level Language ModelCode1
DecompileBench: A Comprehensive Benchmark for Evaluating Decompilers in Real-World ScenariosCode1
Avast-CTU Public CAPE DatasetCode1
Quo Vadis: Hybrid Machine Learning Meta-Model based on Contextual and Behavioral Malware RepresentationsCode1
CyberLLMInstruct: A New Dataset for Analysing Safety of Fine-Tuned LLMs Using Cyber Security DataCode1
Is Function Similarity Over-Engineered? Building a BenchmarkCode1
FINER: Enhancing State-of-the-art Classifiers with Feature Attribution to Facilitate Security AnalysisCode1
Nebula: Self-Attention for Dynamic Malware AnalysisCode1
AndrODet: An Adaptive Android Obfuscation DetectorCode0
On Ensemble LearningCode0
Reliable Malware Analysis and Detection using Topology Data AnalysisCode0
Revisiting Deep Learning for Variable Type RecoveryCode0
Large Language Models for Cyber Security: A Systematic Literature ReviewCode0
A Cross-Architecture Instruction Embedding Model for Natural Language Processing-Inspired Binary Code AnalysisCode0
Integration of Static and Dynamic Analysis for Malware Family Classification with Composite Neural NetworkCode0
Dynamic Malware Analysis with Feature Engineering and Feature LearningCode0
Evading Malware Classifiers via Monte Carlo Mutant Feature DiscoveryCode0
Interpreting Machine Learning Malware Detectors Which Leverage N-gram AnalysisCode0
KiloGrams: Very Large N-Grams for Malware ClassificationCode0
Know Your Neighborhood: General and Zero-Shot Capable Binary Function Search Powered by Call GraphletsCode0
Malware triage for early identification of Advanced Persistent Threat activitiesCode0
Malware Classification using Deep Learning based Feature Extraction and Wrapper based Feature Selection TechniqueCode0
SAFE: Self-Attentive Function Embeddings for Binary SimilarityCode0
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