| 2026 | ISLPED | QMC: Efficient SLM Edge Inference via Outlier-Aware Quantization and Emergent Memories Co-Design. | Nilesh Prasad Pandey, Jangseon Park, Onat Gngr, Flavio Ponzina, Tajana Rosing |
| 2025 | ASPDAC | E-QUARTIC: Energy Efficient Edge Ensemble of Convolutional Neural Networks for Resource-Optimized Learning. | Le Zhang, Onat Gngr, Flavio Ponzina, Tajana Rosing |
| 2025 | DAC | CND-IDS: Continual Novelty Detection for Intrusion Detection Systems. | Sean Fuhrman, Onat Gngr, Tajana Rosing |
| 2025 | ICMLA | LIGHT-HIDS: A Lightweight and Effective Machine Learning-Based Framework for Robust Host Intrusion Detection. | Onat Gngr, Ishaan Kale, Jiasheng Zhou, Tajana Rosing |
| 2025 | ICMLA | AQUA-LLM: Evaluating Accuracy, Quantization, and Adversarial Robustness Trade-offs in LLMs for Cybersecurity Question Answering. | Onat Gngr, Roshan Sood, Harold Wang, Tajana Rosing |
| 2025 | MASS | DailyLLM: Context-Aware Activity Log Generation Using Multi-Modal Sensors and LLMs. | Ye Tian, Xiaoyuan Ren, Zihao Wang, Onat Gngr, Xiaofan Yu, Tajana Rosing |
| 2025 | SP | DYNAMITE: Dynamic Defense Selection for Enhancing Machine Learning-Based Intrusion Detection Against Adversarial Attacks. | Jing Chen, Onat Gngr, Zhengli Shang, Elvin Li, Tajana Rosing |
| 2025 | SENSYS | Poster Abstract: Fine-grained Contextualized Activity Logs Generation based on Multi-Modal Sensor Data and LLM. | Ye Tian, Onat Gngr, Xiaofan Yu, Tajana Rosing |
| 2025 | SENSYS | Offload Rethinking by Cloud Assistance for Efficient Environmental Sound Recognition on LPWANs. | Le Zhang, Quanling Zhao, Run Wang, Shirley Bian, Onat Gngr, Flavio Ponzina, Tajana Rosing |
| 2024 | DATE | ROLDEF: RObust Layered DEFense for Intrusion Detection Against Adversarial Attacks. | Onat Gngr, Tajana Rosing, Baris Aksanli |
| 2024 | ICCAD | HDXpose: Harnessing Hyperdimensional Computing's Explainability for Adversarial Attacks. | Fatemeh Asgarinejad, Flavio Ponzina, Onat Gngr, Tajana Rosing, Baris Aksanli |
| 2024 | ICPR | A Robust Framework for Evaluation of Unsupervised Time-Series Anomaly Detection. | Onat Gngr, Amanda Rios, Priyanka Mudgal, Nilesh A. Ahuja, Tajana Rosing |
| 2023 | DAC | Lightning Talk: Private and Secure Edge AI with Hyperdimensional Computing. | Xiaofan Yu, Minxuan Zhou, Fatemeh Asgarinejad, Onat Gngr, Baris Aksanli, Tajana Rosing |
| 2023 | DATE | HD-I-IoT: Hyperdimensional Computing for Resilient Industrial Internet of Things Analytics. | Onat Gngr, Tajana Rosing, Baris Aksanli |