Hayretdin Bahsi

83 papers C 12Misc 4Journal 39Unranked 27

Year	Rank	Type	Title / Venue / Authors
2026	—	`conf`	A Scrutiny of SLMs' Performances for Mobile Malware Detection. ICISSP (1) Zhe Deng, Ants Torim, Hayretdin Bahsi, Sadok Ben Yahia
2026	—	`conf`	Advancing Security Incident Analysis with LLMs: A Study Using a Novel Security Log Dataset. ICISSP (1) Artur Nikitchuk, Hayretdin Bahsi
2026	J	`jnl`	Bridging industrial control systems design and testing through threat modeling-driven penetration testing - a microgrid case study. Comput. Secur. Shaymaa Mamdouh Khalil, Hayretdin Bahsi, Tarmo Korõtko
2026	J	`jnl`	Enhancing Continual Learning for Software Vulnerability Prediction: Addressing Catastrophic Forgetting via Hybrid-Confidence-Aware Selective Replay for Temporal LLM Fine-Tuning. CoRR Xuhui Dou, Hayretdin Bahsi, Alejandro Guerra-Manzanares
2026	—	`conf`	Enhancing Continual Learning for Software Vulnerability Prediction: Addressing Catastrophic Forgetting via Hybrid‑Confidence‑Aware Selective Replay for Temporal LLM Fine-Tuning. ICISSP (1) Xuhui Dou, Hayretdin Bahsi, Alejandro Guerra-Manzanares
2026	—	`conf`	Evaluating the Effectiveness of Multi-Agent Large Language Models for Automated Vulnerable Code Repair. ICISSP (1) Martin Kilgi, Hayretdin Bahsi
2026	J	`jnl`	Goal-Driven Risk Assessment for LLM-Powered Systems: A Healthcare Case Study. CoRR Neha Nagaraja, Hayretdin Bahsi
2026	—	`conf`	Incremental Federated Learning for Intrusion Detection in IoT Networks under Evolving Threat Landscape. ICISSP (1) Muaan ur Rehman, Hayretdin Bahsi, Rajesh Kalakoti
2026	J	`jnl`	Incremental Federated Learning for Intrusion Detection in IoT Networks under Evolving Threat Landscape. CoRR Muaan ur Rehman, Hayretdin Bahsi, Rajesh Kalakoti
2026	J	`jnl`	Synthetic Data-Driven Explainability for Federated Learning-Based Intrusion Detection System. IEEE Internet Things J. Rajesh Kalakoti, Hayretdin Bahsi, Sven Nomm
2026	J	`jnl`	Where Do LLM-based Systems Break? A System-Level Security Framework for Risk Assessment and Treatment. CoRR Neha Nagaraja, Hayretdin Bahsi
2025	J	`jnl`	A Systematic Literature Review of Cyber Security Monitoring in Maritime. IEEE Access Risto Vaarandi, Leonidas Tsiopoulos, Gábor Visky, Muaan ur Rehman, Hayretdin Bahsi
2025	—	`conf`	Comprehensive Feature Selection for Machine Learning-Based Intrusion Detection in Healthcare IoMT Networks. ICISSP (2) Muaan ur Rehman, Rajesh Kalakoti, Hayretdin Bahsi
2025	—	`conf`	Cyber Threat Modeling of an LLM-Based Healthcare System. ICISSP (1) Neha Nagaraja, Hayretdin Bahsi
2025	J	`jnl`	Enhancing Security in LLM Applications: A Performance Evaluation of Early Detection Systems. CoRR Valerii Gakh, Hayretdin Bahsi
2025	—	`conf`	Evaluating Explainable AI for Deep Learning-Based Network Intrusion Detection System Alert Classification. ICISSP (1) Rajesh Kalakoti, Risto Vaarandi, Hayretdin Bahsi, Sven Nõmm
2025	J	`jnl`	Evaluating explainable AI for deep learning-based network intrusion detection system alert classification. CoRR Rajesh Kalakoti, Risto Vaarandi, Hayretdin Bahsi, Sven Nõmm
2025	C	`conf`	Exploring the Impact of Feature Selection on Non-Stationary Intrusion Detection Models in IoT Networks. PST Muaan ur Rehman, Hayretdin Bahsi, Rajesh Kalakoti
2025	J	`jnl`	Federated Learning of Explainable AI(FedXAI) for deep learning-based intrusion detection in IoT networks. Comput. Networks Rajesh Kalakoti, Sven Nõmm, Hayretdin Bahsi
2025	J	`jnl`	Generative AI in Intrusion Detection Systems for Internet of Things: A Systematic Literature Review. IEEE Open J. Commun. Soc. Zhe Deng, Ants Torim, Sadok Ben Yahia, Hayretdin Bahsi
2025	—	`conf`	Goal-Driven Risk Assessment for LLM-Powered Systems: A Healthcare Case Study. ACSAC Workshops Neha Nagaraja, Hayretdin Bahsi
2025	J	`jnl`	Harnessing Large Language Models for Software Vulnerability Detection: A Comprehensive Benchmarking Study. IEEE Access Karl Tamberg, Hayretdin Bahsi
2025	—	`conf`	Holistic Cyber Threat Modeling for Machine Learning-Based Systems: A Case Study in Healthcare. BIOSTEC (2): HEALTHINF Janno Jaal, Hayretdin Bahsi
2025	J	`jnl`	Literature Review: Cyber Security Monitoring in Maritime. CoRR Risto Vaarandi, Leonidas Tsiopoulos, Gábor Visky, Muaan ur Rehman, Hayretdin Bahsi
2025	—	`conf`	To Protect the LLM Agent Against the Prompt Injection Attack with Polymorphic Prompt. DSN-S Zhilong Wang, Neha Nagaraja, Lan Zhang, Hayretdin Bahsi, Pawan Patil, Peng Liu
2025	J	`jnl`	To Protect the LLM Agent Against the Prompt Injection Attack with Polymorphic Prompt. CoRR Zhilong Wang, Neha Nagaraja, Lan Zhang, Hayretdin Bahsi, Pawan Patil, Peng Liu
2025	J	`jnl`	Using large language models for template detection from security event logs. Int. J. Inf. Sec. Risto Vaarandi, Hayretdin Bahsi
2024	Misc	`conf`	Active Learning-Based Mobile Malware Detection Utilizing Auto-Labeling and Data Drift Detection. CSR Zhe Deng, Arthur Hubert, Sadok Ben Yahia, Hayretdin Bahsi
2024	—	`conf`	Enhancing IoT Botnet Attack Detection in SOCs with an Explainable Active Learning Framework. AIIoT Rajesh Kalakoti, Sven Nõmm, Hayretdin Bahsi
2024	J	`jnl`	Enhancing Privacy Risk Modeling in Practice: A Case Study of an e-Justice System. IEEE Access Valerii Gakh, Hayretdin Bahsi, Thomas Hoffmann, Artem Boyarchuk, Oleksii Khramov
2024	J	`jnl`	Experts still needed: boosting long-term android malware detection with active learning. J. Comput. Virol. Hacking Tech. Alejandro Guerra-Manzanares, Hayretdin Bahsi
2024	Misc	`conf`	Explainable Federated Learning for Botnet Detection in IoT Networks. CSR Rajesh Kalakoti, Hayretdin Bahsi, Sven Nõmm
2024	C	`conf`	Explainable Transformer-based Intrusion Detection in Internet of Medical Things (IoMT) Networks. ICMLA Rajesh Kalakoti, Sven Nõmm, Hayretdin Bahsi
2024	J	`jnl`	Harnessing Large Language Models for Software Vulnerability Detection: A Comprehensive Benchmarking Study. CoRR Karl Tamberg, Hayretdin Bahsi
2024	Misc	`conf`	Hybrid Cybersecurity Research and Education Environment for Maritime Sector. CSR Gábor Visky, Aleksei Siganov, Muaan ur Rehman, Risto Vaarandi, Hayretdin Bahsi, Leonidas Tsiopoulos
2024	J	`jnl`	Improving IoT Security With Explainable AI: Quantitative Evaluation of Explainability for IoT Botnet Detection. IEEE Internet Things J. Rajesh Kalakoti, Hayretdin Bahsi, Sven Nõmm
2024	—	`conf`	Mapping Cyber Attacks on the Internet of Medical Things: A Taxonomic Review. SOSE Venkatesh Kondeti, Hayretdin Bahsi
2024	J	`jnl`	Process-aware security monitoring in industrial control systems: A systematic review and future directions. Int. J. Crit. Infrastructure Prot. Muaan ur Rehman, Hayretdin Bahsi
2024	C	`conf`	The Design and Implementation of a Semantic Web Framework for the Event-Centric Digital Forensics Analysis. ICISSP Pavel Chikul, Hayretdin Bahsi, Olaf Maennel
2024	J	`jnl`	Threat modeling of industrial control systems: A systematic literature review. Comput. Secur. Shaymaa Mamdouh Khalil, Hayretdin Bahsi, Tarmo Korõtko
2024	J	`jnl`	Using Large Language Models for Template Detection from Security Event Logs. CoRR Risto Vaarandi, Hayretdin Bahsi
2023	J	`jnl`	A comparative framework for cyber threat modelling: case of healthcare and industrial control systems. Int. J. Crit. Infrastructures Taofeek Mobolarinwa Balogun, Hayretdin Bahsi, Omer F. Keskin, Unal Tatar
2023	C	`conf`	Anomalous File System Activity Detection Through Temporal Association Rule Mining. ICISSP Mohammad Reza Heidari Iman, Pavel Chikul, Gert Jervan, Hayretdin Bahsi, Tara Ghasempouri
2023	J	`jnl`	Corrigendum to Concept drift and cross-device behavior: Challenges and implications for effective android malware detection Computers & Security, Volume 120, 102757. Comput. Secur. Alejandro Guerra-Manzanares, Marcin Luckner, Hayretdin Bahsi
2023	C	`conf`	Improving Transparency and Explainability of Deep Learning Based IoT Botnet Detection Using Explainable Artificial Intelligence (XAI). ICMLA Rajesh Kalakoti, Sven Nõmm, Hayretdin Bahsi
2023	J	`jnl`	Learning From Few Cyber-Attacks: Addressing the Class Imbalance Problem in Machine Learning-Based Intrusion Detection in Software-Defined Networking. IEEE Access Seyed Mohammad Hadi Mirsadeghi, Hayretdin Bahsi, Risto Vaarandi, Wissem Inoubli
2023	J	`jnl`	Leveraging the first line of defense: a study on the evolution and usage of android security permissions for enhanced android malware detection. J. Comput. Virol. Hacking Tech. Alejandro Guerra-Manzanares, Hayretdin Bahsi, Marcin Luckner
2023	J	`jnl`	On the application of active learning for efficient and effective IoT botnet detection. Future Gener. Comput. Syst. Alejandro Guerra-Manzanares, Hayretdin Bahsi
2023	J	`jnl`	Threat Modeling of Cyber-Physical Systems - A Case Study of a Microgrid System. Comput. Secur. Shaymaa Mamdouh Khalil, Hayretdin Bahsi, Henry Ochieng' Dola, Tarmo Korõtko, Kieran McLaughlin, Vahur Kotkas
2022	—	`conf`	A Cyber Attack Taxonomy for Microgrid Systems. SoSE Hayretdin Bahsi, Henry Ochieng' Dola, Shaymaa Mamdouh Khalil, Tarmo Korõtko
2022	J	`jnl`	Android malware concept drift using system calls: Detection, characterization and challenges. Expert Syst. Appl. Alejandro Guerra-Manzanares, Marcin Luckner, Hayretdin Bahsi
2022	J	`jnl`	Concept drift and cross-device behavior: Challenges and implications for effective android malware detection. Comput. Secur. Alejandro Guerra-Manzanares, Marcin Luckner, Hayretdin Bahsi
2022	—	`conf`	Deep Learning-Based Detection of Cyberattacks in Software-Defined Networks. ICDF2C Seyed Mohammad Hadi Mirsadeghi, Hayretdin Bahsi, Wissem Inbouli
2022	J	`jnl`	Digital forensic analysis of mobile automotive maintenance applications. Digit. Investig. Faisal Sumaila, Hayretdin Bahsi
2022	J	`jnl`	In-Depth Feature Selection for the Statistical Machine Learning-Based Botnet Detection in IoT Networks. IEEE Access Rajesh Kalakoti, Sven Nõmm, Hayretdin Bahsi
2022	J	`jnl`	Maritime cyber-insurance: the Norwegian case. Int. J. Crit. Infrastructures Ulrik Franke, Even Langfeldt Friberg, Hayretdin Bahsi
2022	—	`conf`	On the Application of Active Learning to Handle Data Evolution in Android Malware Detection. ICDF2C Alejandro Guerra-Manzanares, Hayretdin Bahsi
2022	J	`jnl`	On the relativity of time: Implications and challenges of data drift on long-term effective android malware detection. Comput. Secur. Alejandro Guerra-Manzanares, Hayretdin Bahsi
2021	J	`jnl`	A machine learning-based forensic tool for image classification - A design science approach. Digit. Investig. Joanna Rose Del Mar-Raave, Hayretdin Bahsi, Leo Mrsic, Kresimir Hausknecht
2021	C	`conf`	An Ontology Engineering Case Study for Advanced Digital Forensic Analysis. MEDI Pavel Chikul, Hayretdin Bahsi, Olaf Maennel
2021	J	`jnl`	KronoDroid: Time-based Hybrid-featured Dataset for Effective Android Malware Detection and Characterization. Comput. Secur. Alejandro Guerra-Manzanares, Hayretdin Bahsi, Sven Nõmm
2020	C	`conf`	MedBIoT: Generation of an IoT Botnet Dataset in a Medium-sized IoT Network. ICISSP Alejandro Guerra-Manzanares, Jorge Medina-Galindo, Hayretdin Bahsi, Sven Nõmm
2020	—	`conf`	Model-Based Analysis of Secure and Patient-Dependent Pacemaker Monitoring System. BODYNETS Leonidas Tsiopoulos, Alar Kuusik, Jüri Vain, Hayretdin Bahsi
2020	J	`jnl`	The cyber-insurance market in Norway. Inf. Comput. Secur. Hayretdin Bahsi, Ulrik Franke, Even Langfeldt Friberg
2020	—	`conf`	Using MedBIoT Dataset to Build Effective Machine Learning-Based IoT Botnet Detection Systems. ICISSP (Revised Selected Papers) Alejandro Guerra-Manzanares, Jorge Medina-Galindo, Hayretdin Bahsi, Sven Nõmm
2019	—	`conf`	Differences in Android Behavior Between Real Device and Emulator: A Malware Detection Perspective. IoTSMS Alejandro Guerra-Manzanares, Hayretdin Bahsi, Sven Nõmm
2019	—	`conf`	Expert Knowledge Elicitation for Skill Level Categorization of Attack Paths. Cyber Security Terézia Mézesová, Hayretdin Bahsi
2019	C	`conf`	Hybrid Feature Selection Models for Machine Learning Based Botnet Detection in IoT Networks. CW Alejandro Guerra-Manzanares, Hayretdin Bahsi, Sven Nõmm
2019	C	`conf`	In-depth Feature Selection and Ranking for Automated Detection of Mobile Malware. ICISSP Alejandro Guerra-Manzanares, Sven Nõmm, Hayretdin Bahsi
2019	Misc	`conf`	Mapping the Information Flows for the Architecture of a Nationwide Situation Awareness System : (Poster). CogSIMA Hayretdin Bahsi, Veiko Dieves, Taivo Kangilaski, Peeter Laud, Leo Motus, Jaan Murumets, Illimar Ploom, Jaan Priisalu, Mari Seeba, Ermo Täks, Kaide Tammel, Piia Tammpuu, Kuldar Taveter, Avo Trumm, Tiia-Triin Truusa, Triin Vihalemm
2019	C	`conf`	Towards the Integration of a Post-Hoc Interpretation Step into the Machine Learning Workflow for IoT Botnet Detection. ICMLA Sven Nomm, Alejandro Guerra-Manzanares, Hayretdin Bahsi
2018	C	`conf`	Dimensionality Reduction for Machine Learning Based IoT Botnet Detection. ICARCV Hayretdin Bahsi, Sven Nomm, Fabio Benedetto La Torre
2018	—	`conf`	Forensics Analysis of an On-line Game over Steam Platform. ICDF2C Raquel Tabuyo-Benito, Hayretdin Bahsi, Pedro Peris-Lopez
2018	C	`conf`	Unsupervised Anomaly Based Botnet Detection in IoT Networks. ICMLA Sven Nomm, Hayretdin Bahsi
2016	—	`conf`	Impact assessment of cyber attacks: A quantification study on power generation systems. SoSE Unal Tatar, Hayretdin Bahsi, Adrian V. Gheorghe
2015	—	`conf`	A Conceptual Nationwide Cyber Situational Awareness Framework for Critical Infrastructures. NordSec Hayretdin Bahsi, Olaf Manuel Maennel
2013	J	`jnl`	Security-level classification for confidential documents by using adaptive neuro-fuzzy inference systems. Expert Syst. J. Knowl. Eng. Erdem Alparslan, Adem Karahoca, Hayretdin Bahsi
2011	—	`conf`	Classification of confidential documents by using adaptive neurofuzzy inference systems. WCIT Erdem Alparslan, Adem Karahoca, Hayretdin Bahsi
2011	—	`conf`	Preserving organizational privacy in intrusion detection log sharing. CyCon Hayretdin Bahsi, Albert Levi
2010	J	`jnl`	Data Collection Framework for Energy Efficient Privacy Preservation in Wireless Sensor Networks Having Many-to-Many Structures. Sensors Hayretdin Bahsi, Albert Levi
2010	—	`—`	Privacy preserving data collection framework for user centric network applications (Günümüz kullanıcı eksenli ağ uygulamaları için kişisel gizliliği sağlayan bilgi toplama anaçatısı) Hayretdin Bahsi
2009	—	`conf`	Energy Efficient Privacy Preserved Data Gathering in Wireless Sensor Networks Having Multiple Sinks. CSA Hayretdin Bahsi, Albert Levi
2009	—	`conf`	Security Level Classification of Confidential Documents Written in Turkish. UCMedia Erdem Alparslan, Hayretdin Bahsi