Browse State-of-the-Art › Malware Detection › Papers, page 3
Malware Detection
Papers archive 2025-07-28
archive papers tagged: 431 · with a code link: 108 · where Syntology ran a sample: 11 (8 with a run with no instrument failure, 3 where every run was a failure of Syntology's instrument) Syntology
Show: all tagged papersonly where code ran (11 of 431 tagged: 8 with a run with no instrument failure, 3 where every run was a failure of Syntology's instrument)
Page 3 of 5: papers 201 to 300 of 431, in archive order: by repositories listed in the archive (most first), then newest first, not by stars (the archive holds no stars, so PwC's “Social” and “Latest” sorts cannot be reproduced). Papers that list no repository come after every paper that lists one.
Papers without a page here are shown as plain text. A Syntology line reads “N ran (of which C constructed an object rather than computing a result; K with no instrument failure: H honoured, V violated, P with no contract checked; I where Syntology's instrument failed) · U unverified”; the figure “where Syntology's instrument failed” counts failures of Syntology's instrument, not of the code. When the archive marks a repository official for the paper, the line starts with that repository's state (the archive's flag, not a verdict on who wrote the code); hover it for the repositories the samples that ran came from. Abstracts are on each paper's page.
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Machine learning-based malware detection for IoT devices using control-flow data20 Nov 2023 0 repositories listed
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Enhancing Malware Detection by Integrating Machine Learning with Cuckoo Sandbox7 Nov 2023 0 repositories listed
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Enhancing Enterprise Network Security: Comparing Machine-Level and Process-Level Analysis for Dynamic Malware Detection27 Oct 2023 0 repositories listed
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Light up that Droid! On the Effectiveness of Static Analysis Features against App Obfuscation for Android Malware Detection24 Oct 2023 0 repositories listed
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The Efficacy of Transformer-based Adversarial Attacks in Security Domains17 Oct 2023 0 repositories listed
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Burning the Adversarial Bridges: Robust Windows Malware Detection Against Binary-level Mutations5 Oct 2023 0 repositories listed
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On the Effectiveness of Adversarial Samples against Ensemble Learning-based Windows PE Malware Detectors25 Sep 2023 0 repositories listed
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Assessing Cyclostationary Malware Detection via Feature Selection and Classification29 Aug 2023 0 repositories listed
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Malware Classification using Deep Neural Networks: Performance Evaluation and Applications in Edge Devices21 Aug 2023 0 repositories listed
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Optimized Deep Learning Models for Malware Detection under Concept Drift21 Aug 2023 0 repositories listed
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A Comparison of Adversarial Learning Techniques for Malware Detection19 Aug 2023 0 repositories listed
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A Feature Set of Small Size for the PDF Malware Detection9 Aug 2023 0 repositories listed
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LaFiCMIL: Rethinking Large File Classification from the Perspective of Correlated Multiple Instance Learning30 Jul 2023 0 repositories listed
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Open Image Content Disarm And Reconstruction26 Jul 2023 0 repositories listed
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Hidden Markov Models with Random Restarts vs Boosting for Malware Detection17 Jul 2023 0 repositories listed
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ATWM: Defense against adversarial malware based on adversarial training11 Jul 2023 0 repositories listed
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A Natural Language Processing Approach to Malware Classification7 Jul 2023 0 repositories listed
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Review of Deep Learning-based Malware Detection for Android and Windows System4 Jul 2023 0 repositories listed
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From ChatGPT to ThreatGPT: Impact of Generative AI in Cybersecurity and Privacy3 Jul 2023 0 repositories listed
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On building machine learning pipelines for Android malware detection: a procedural survey of practices, challenges and opportunities12 Jun 2023 0 repositories listed
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A Survey on Cross-Architectural IoT Malware Threat Hunting9 Jun 2023 0 repositories listed
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Interpreting GNN-based IDS Detections Using Provenance Graph Structural Features1 Jun 2023 0 repositories listed
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FGAM:Fast Adversarial Malware Generation Method Based on Gradient Sign22 May 2023 0 repositories listed
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How Deep Learning Sees the World: A Survey on Adversarial Attacks & Defenses18 May 2023 0 repositories listed
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Survey of Malware Analysis through Control Flow Graph using Machine Learning15 May 2023 0 repositories listed
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Can Feature Engineering Help Quantum Machine Learning for Malware Detection?3 May 2023 0 repositories listed
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A Survey on Malware Detection with Graph Representation Learning28 Mar 2023 0 repositories listed
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MalProtect: Stateful Defense Against Adversarial Query Attacks in ML-based Malware Detection21 Feb 2023 0 repositories listed
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Generative Adversarial Networks for Malware Detection: a Survey16 Feb 2023 0 repositories listed
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Effectiveness of Moving Target Defenses for Adversarial Attacks in ML-based Malware Detection1 Feb 2023 0 repositories listed
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Investigating Feature and Model Importance in Android Malware Detection: An Implemented Survey and Experimental Comparison of ML-Based Methods30 Jan 2023 0 repositories listed
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PECAN: A Deterministic Certified Defense Against Backdoor Attacks27 Jan 2023 0 repositories listed
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New Approach to Malware Detection Using Optimized Convolutional Neural Network26 Jan 2023 0 repositories listed
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Efficient Attack Detection in IoT Devices using Feature Engineering-Less Machine Learning9 Jan 2023 0 repositories listed
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A New Deep Boosted CNN and Ensemble Learning based IoT Malware Detection15 Dec 2022 0 repositories listed
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Machine Learning for Detecting Malware in PE Files12 Dec 2022 0 repositories listed
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Efficient Malware Analysis Using Metric Embeddings5 Dec 2022 0 repositories listed
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Transformers for End-to-End InfoSec Tasks: A Feasibility Study5 Dec 2022 0 repositories listed
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Mask Off: Analytic-based Malware Detection By Transfer Learning and Model Personalization20 Nov 2022 0 repositories listed
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Clustering based opcode graph generation for malware variant detection18 Nov 2022 0 repositories listed
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Flexible Android Malware Detection Model based on Generative Adversarial Networks with Code Tensor25 Oct 2022 0 repositories listed
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The State-of-the-Art in AI-Based Malware Detection Techniques: A Review12 Oct 2022 0 repositories listed
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Instance Attack:An Explanation-based Vulnerability Analysis Framework Against DNNs for Malware Detection6 Sep 2022 0 repositories listed
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Traffic Analytics Development Kits (TADK): Enable Real-Time AI Inference in Networking Apps16 Aug 2022 0 repositories listed
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Design of secure and robust cognitive system for malware detection3 Aug 2022 0 repositories listed
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Practical Attacks on Machine Learning: A Case Study on Adversarial Windows Malware12 Jul 2022 0 repositories listed
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AI-based Malware and Ransomware Detection Models5 Jul 2022 0 repositories listed
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PhilaeX: Explaining the Failure and Success of AI Models in Malware Detection2 Jul 2022 0 repositories listed
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Parallel Instance Filtering for Malware Detection28 Jun 2022 0 repositories listed
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Multifamily Malware Models27 Jun 2022 0 repositories listed
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Malware Detection and Prevention using Artificial Intelligence Techniques26 Jun 2022 0 repositories listed
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Adversarial Robustness of Deep Neural Networks: A Survey from a Formal Verification Perspective24 Jun 2022 0 repositories listed
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On the impact of dataset size and class imbalance in evaluating machine-learning-based windows malware detection techniques13 Jun 2022 0 repositories listed
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Generative Adversarial Networks and Image-Based Malware Classification8 Jun 2022 0 repositories listed
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Marvolo: Programmatic Data Augmentation for Practical ML-Driven Malware Detection7 Jun 2022 0 repositories listed
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Support Vector Machines under Adversarial Label Contamination1 Jun 2022 0 repositories listed
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A two-steps approach to improve the performance of Android malware detectors17 May 2022 0 repositories listed
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SeqNet: An Efficient Neural Network for Automatic Malware Detection8 May 2022 0 repositories listed
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SETTI: A Self-supervised Adversarial Malware Detection Architecture in an IoT Environment16 Apr 2022 0 repositories listed
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A Natural Language Processing Approach for Instruction Set Architecture Identification13 Apr 2022 0 repositories listed
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Malceiver: Perceiver with Hierarchical and Multi-modal Features for Android Malware Detection12 Apr 2022 0 repositories listed
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Deep Image: A precious image based deep learning method for online malware detection in IoT Environment4 Apr 2022 0 repositories listed
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MERLIN -- Malware Evasion with Reinforcement LearnINg24 Mar 2022 0 repositories listed
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Toward the Detection of Polyglot Files14 Mar 2022 0 repositories listed
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A Comparison of Static, Dynamic, and Hybrid Analysis for Malware Detection13 Mar 2022 0 repositories listed
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Adversarial Patterns: Building Robust Android Malware Classifiers4 Mar 2022 0 repositories listed
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Improving Radioactive Material Localization by Leveraging Cyber-Security Model Optimizations21 Feb 2022 0 repositories listed
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Out of Distribution Data Detection Using Dropout Bayesian Neural Networks18 Feb 2022 0 repositories listed
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StratDef: Strategic Defense Against Adversarial Attacks in ML-based Malware Detection15 Feb 2022 0 repositories listed
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IoT Malware Detection Architecture using a Novel Channel Boosted and Squeezed CNN8 Feb 2022 0 repositories listed
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Efficient and Robust Classification for Sparse Attacks23 Jan 2022 0 repositories listed
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Android Malware Detection using Feature Ranking of Permissions20 Jan 2022 0 repositories listed
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RoboMal: Malware Detection for Robot Network Systems20 Jan 2022 0 repositories listed
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Graph Neural Network-based Android Malware Classification with Jumping Knowledge19 Jan 2022 0 repositories listed
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Benchmark Static API Call Datasets for Malware Family Classification30 Nov 2021 0 repositories listed
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ORSA: Outlier Robust Stacked Aggregation for Best- and Worst-Case Approximations of Ensemble Systems\17 Nov 2021 0 repositories listed
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HAPSSA: Holistic Approach to PDF Malware Detection Using Signal and Statistical Analysis8 Nov 2021 0 repositories listed
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OMD: Orthogonal Malware Detection Using Audio, Image, and Static Features8 Nov 2021 0 repositories listed
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"How Does It Detect A Malicious App?" Explaining the Predictions of AI-based Android Malware Detector6 Nov 2021 0 repositories listed
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On the Effectiveness of Interpretable Feedforward Neural Network3 Nov 2021 0 repositories listed
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Task-Aware Meta Learning-based Siamese Neural Network for Classifying Obfuscated Malware26 Oct 2021 0 repositories listed
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A Modern Analysis of Aging Machine Learning Based IoT Cybersecurity Methods15 Oct 2021 0 repositories listed
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LSTM Hyper-Parameter Selection for Malware Detection: Interaction Effects and Hierarchical Selection Approach23 Sep 2021 0 repositories listed
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DRo: A data-scarce mechanism to revolutionize the performance of Deep Learning based Security Systems12 Sep 2021 0 repositories listed
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ML-based IoT Malware Detection Under Adversarial Settings: A Systematic Evaluation30 Aug 2021 0 repositories listed
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Mal2GCN: A Robust Malware Detection Approach Using Deep Graph Convolutional Networks With Non-Negative Weights27 Aug 2021 0 repositories listed
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Leveraging Uncertainty for Improved Static Malware Detection Under Extreme False Positive Constraints9 Aug 2021 0 repositories listed
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PDF-Malware: An Overview on Threats, Detection and Evasion Attacks27 Jul 2021 0 repositories listed
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Decision-forest voting scheme for classification of rare classes in network intrusion detection25 Jul 2021 0 repositories listed
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Dynamic detection of mobile malware using smartphone data and machine learning23 Jul 2021 0 repositories listed
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Malware Analysis with Artificial Intelligence and a Particular Attention on Results Interpretability23 Jul 2021 0 repositories listed
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Android Security using NLP Techniques: A Review7 Jul 2021 0 repositories listed
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Data Augmentation for Opcode Sequence Based Malware Detection22 Jun 2021 0 repositories listed
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Artificial Neural Network for Cybersecurity: A Comprehensive Review20 Jun 2021 0 repositories listed
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Towards an Automated Pipeline for Detecting and Classifying Malware through Machine Learning10 Jun 2021 0 repositories listed
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Enhancing Robustness of Neural Networks through Fourier Stabilization8 Jun 2021 0 repositories listed
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MalPhase: Fine-Grained Malware Detection Using Network Flow Data1 Jun 2021 0 repositories listed
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Analyzing Machine Learning Approaches for Online Malware Detection in Cloud19 May 2021 0 repositories listed
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A Novel Malware Detection Mechanism based on Features Extracted from Converted Malware Binary Images14 Apr 2021 0 repositories listed
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Early Detection of In-Memory Malicious Activity based on Run-time Environmental Features30 Mar 2021 0 repositories listed