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Malware Analysis

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Showing 1–50 of 89 papers

TitleStatusHype
Semantic Preprocessing for LLM-based Malware Analysis—0
EMBER2024 -- A Benchmark Dataset for Holistic Evaluation of Malware ClassifiersCode2
System Calls for Malware Detection and Classification: Methodologies and Applications—0
Adapting Novelty towards Generating Antigens for Antivirus systems—0
DecompileBench: A Comprehensive Benchmark for Evaluating Decompilers in Real-World ScenariosCode1
Dual Explanations via Subgraph Matching for Malware Detection—0
Malware analysis assisted by AI with R2AI—0
Large Language Model (LLM) for Software Security: Code Analysis, Malware Analysis, Reverse Engineering—0
Identifying Obfuscated Code through Graph-Based Semantic Analysis of Binary Code—0
On Benchmarking Code LLMs for Android Malware Analysis—0
CyberLLMInstruct: A New Dataset for Analysing Safety of Fine-Tuned LLMs Using Cyber Security DataCode1
LAMD: Context-driven Android Malware Detection and Classification with LLMs—0
Recent Advances in Malware Detection: Graph Learning and Explainability—0
Exploring Large Language Models for Semantic Analysis and Categorization of Android Malware—0
On the Lack of Robustness of Binary Function Similarity Systems—0
Unmasking the Shadows: Pinpoint the Implementations of Anti-Dynamic Analysis Techniques in Malware Using LLM—0
Is Function Similarity Over-Engineered? Building a BenchmarkCode1
Deep Learning Based XIoT Malware Analysis: A Comprehensive Survey, Taxonomy, and Research Challenges—0
Domain-Specific Retrieval-Augmented Generation Using Vector Stores, Knowledge Graphs, and Tensor Factorization—0
Magika: AI-Powered Content-Type DetectionCode11
Revisiting Static Feature-Based Android Malware Detection—0
Explainable Artificial Intelligence (XAI) for Malware Analysis: A Survey of Techniques, Applications, and Open Challenges—0
On the Robustness of Malware Detectors to Adversarial Samples—0
A Lean Transformer Model for Dynamic Malware Analysis and Detection—0
Reinforcement Learning for an Efficient and Effective Malware Investigation during Cyber Incident Response—0
Exploring the Efficacy of Large Language Models (GPT-4) in Binary Reverse Engineering—0
Know Your Neighborhood: General and Zero-Shot Capable Binary Function Search Powered by Call GraphletsCode0
Large Language Models for Cyber Security: A Systematic Literature ReviewCode0
Threat Behavior Textual Search by Attention Graph IsomorphismCode0
On the Effectiveness of Adversarial Samples against Ensemble Learning-based Windows PE Malware Detectors—0
Smart OMVI: Obfuscated Malware Variant Identification using a novel dataset—0
Nebula: Self-Attention for Dynamic Malware AnalysisCode1
FINER: Enhancing State-of-the-art Classifiers with Feature Attribution to Facilitate Security AnalysisCode1
Survey of Malware Analysis through Control Flow Graph using Machine Learning—0
Revisiting Deep Learning for Variable Type RecoveryCode0
A Review on the effectiveness of Dimensional Reduction with Computational Forensics: An Application on Malware Analysis—0
Boosting Neural Networks to Decompile Optimized Binaries—0
A New Deep Boosted CNN and Ensemble Learning based IoT Malware Detection—0
From Malware Samples to Fractal Images: A New Paradigm for Classification. (Version 2.0, Previous version paper name: Have you ever seen malware?)—0
Efficient Malware Analysis Using Metric Embeddings—0
Compiler Provenance Recovery for Multi-CPU Architectures Using a Centrifuge Mechanism—0
MAIL: Malware Analysis Intermediate Language—0
Reliable Malware Analysis and Detection using Topology Data AnalysisCode0
Leveraging Artificial Intelligence on Binary Code Comprehension—0
Avast-CTU Public CAPE DatasetCode1
Quo Vadis: Hybrid Machine Learning Meta-Model based on Contextual and Behavioral Malware RepresentationsCode1
An Efficient Multi-Step Framework for Malware Packing Identification—0
SeqNet: An Efficient Neural Network for Automatic Malware Detection—0
Malware Analysis with Symbolic Execution and Graph Kernel—0
Deep Image: A precious image based deep learning method for online malware detection in IoT Environment—0
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