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Malware Analysis

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Showing 1–50 of 89 papers

TitleStatusHype
Magika: AI-Powered Content-Type DetectionCode11
EMBER2024 -- A Benchmark Dataset for Holistic Evaluation of Malware ClassifiersCode2
DecompileBench: A Comprehensive Benchmark for Evaluating Decompilers in Real-World ScenariosCode1
CyberLLMInstruct: A New Dataset for Analysing Safety of Fine-Tuned LLMs Using Cyber Security DataCode1
Is Function Similarity Over-Engineered? Building a BenchmarkCode1
Nebula: Self-Attention for Dynamic Malware AnalysisCode1
FINER: Enhancing State-of-the-art Classifiers with Feature Attribution to Facilitate Security AnalysisCode1
Avast-CTU Public CAPE DatasetCode1
Quo Vadis: Hybrid Machine Learning Meta-Model based on Contextual and Behavioral Malware RepresentationsCode1
Binary Black-box Evasion Attacks Against Deep Learning-based Static Malware Detectors with Adversarial Byte-Level Language ModelCode1
Semantic Preprocessing for LLM-based Malware Analysis—0
System Calls for Malware Detection and Classification: Methodologies and Applications—0
Adapting Novelty towards Generating Antigens for Antivirus systems—0
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
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
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
Revisiting Static Feature-Based Android Malware Detection—0
Explainable Artificial Intelligence (XAI) for Malware Analysis: A Survey of Techniques, Applications, and Open Challenges—0
A Lean Transformer Model for Dynamic Malware Analysis and Detection—0
On the Robustness of Malware Detectors to Adversarial Samples—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
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
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
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