OG
Onat Gungor
cs.CRcs.LGcs.AIcs.DCcs.CLcs.ETcs.HCcs.MMcs.NIcs.PF
On Valency
published · living versionsW_f3e535hw·v1 · currentpublished
NgramRL: Accelerating RL Post-Training for Structured Generation via Rollout-Aware N-gram Speculative Decoding
with Nilesh Prasad Pandey, Jangseon Park, Jason Kong, Tajana Rosing
1 version
Preprints & journals
31 papers in the corpus · 2022–2026LIMBO: Lifelong Inference-Time Memory and Budget Optimization for LLM Agents2609.14138v1 · Siddharth Sharma, Nilesh Prasad Pandey, Onat Gungor et al.2026 · 0 citationsarXiv
T-SMART: Mechanism-Level Attribution for Tool-Augmented Time-Series Question Answering2609.14142v1 · Ivan Delgado, Himansi Gupta, Bishal Khatri et al.2026 · 0 citationsarXiv
G-MARK: Grounded Multi-Agent Reasoning for Cooperative Driving via Knowledge Graphs2608.19964v1 · Bhavya Gupta, Onat Gungor, Tajana Rosing2026 · 0 citationsarXiv
COPA: Continual Preference Optimization for Adaptive Prompt Injection Defense2608.19982v1 · Roshan Sood, Onat Gungor, Tajana Rosing2026 · 0 citationsarXiv
RGLD: Randomized Global-Local Density Estimation for Tabular Anomaly Detection2606.28970v1 · Quanling Zhao, Jiaying Yang, Ye Tian et al.2026 · 0 citationsarXiv
CyberMaskQA: A Privacy-Aware Benchmark for Evaluating Large Language Models in Cybersecurity Question Answering2605.24765v1 · Matilda Gaddi, Jin Noh, Onat Gungor et al.2026 · 0 citationsarXiv
AgentKVShift: Efficient KV Cache Reuse for Agentic Memory Systems2607.21604v1 · Nilesh Prasad Pandey, Jason Kong, Lanxiang Hu et al.2026 · 0 citationsarXiv
FoodCHA: Multi-Modal LLM Agent for Fine-Grained Food Analysis2605.05499v1 · Woojin Lee, Pranav Mekkoth, Ye Tian et al.2026 · 0 citationsarXiv
CAN-QA: A Question-Answering Benchmark for Reasoning over In-Vehicle CAN Traffic2604.24935v1 · Jing Chen, Abhijay Deevi, Onat Gungor et al.2026 · 0 citationsarXiv
INTARG: Informed Real-Time Adversarial Attack Generation for Time-Series Regression2604.11928v1 · Gamze Kirman Tokgoz, Onat Gungor, Tajana Rosing et al.2026 · 0 citationsarXiv
KLDrive: Fine-Grained 3D Scene Reasoning for Autonomous Driving based on Knowledge Graph2603.21029v1 · Ye Tian, Jingyi Zhang, Zihao Wang et al.2026 · 0 citationsarXiv
ACORN-IDS: Adaptive Continual Novelty Detection for Intrusion Detection Systems2602.07291v1 · Sean Fuhrman, Onat Gungor, Tajana Rosing2026 · 0 citationsarXiv
QMC: Efficient SLM Edge Inference via Outlier-Aware Quantization and Emergent Memories Co-Design2601.14549v1 · Nilesh Prasad Pandey, Jangseon Park, Onat Gungor et al.2026 · 0 citationsarXiv
LifeAgentBench: Benchmarking LLMs for Long-Horizon, Cross-Dimensional Lifestyle Health Reasoning2601.13880v2 · Ye Tian, Zihao Wang, Onat Gungor et al.2026 · 0 citationsarXiv
EAGER: Edge-Aligned LLM Defense for Robust, Efficient, and Accurate Cybersecurity Question Answering2511.19523v1 · Onat Gungor, Roshan Sood, Jiasheng Zhou et al.2025 · 0 citationsarXiv
LIGHT-HIDS: A Lightweight and Effective Machine Learning-Based Framework for Robust Host Intrusion Detection2509.13464v1 · Onat Gungor, Ishaan Kale, Jiasheng Zhou et al.2025 · 1 citationarXiv
AQUA-LLM: Evaluating Accuracy, Quantization, and Adversarial Robustness Trade-offs in LLMs for Cybersecurity Question Answering2509.13514v1 · Onat Gungor, Roshan Sood, Harold Wang et al.2025 · 3 citationsarXiv
SAGE: Sample-Aware Guarding Engine for Robust Intrusion Detection Against Adversarial Attacks2509.08091v1 · Jing Chen, Onat Gungor, Zhengli Shang et al.2025 · 0 citationsarXiv
CITADEL: Continual Anomaly Detection for Enhanced Learning in IoT Intrusion Detection2508.19450v1 · Elvin Li, Onat Gungor, Zhengli Shang et al.2025 · 0 citationsarXiv
ReLATE+: Unified Framework for Adversarial Attack Detection, Classification, and Resilient Model Selection in Time-Series Classification2508.19456v1 · Cagla Ipek Kocal, Onat Gungor, Tajana Rosing et al.2025 · 0 citationsarXiv
DailyLLM: Context-Aware Activity Log Generation Using Multi-Modal Sensors and LLMs2507.13737v1 · Ye Tian, Xiaoyuan Ren, Zihao Wang et al.2025 · 6 citationsarXiv
DPQ-HD: Post-Training Compression for Ultra-Low Power Hyperdimensional Computing2505.05413v1 · Nilesh Prasad Pandey, Shriniwas Kulkarni, David Wang et al.2025 · 2 citationsarXiv
DYNAMITE: Dynamic Defense Selection for Enhancing Machine Learning-based Intrusion Detection Against Adversarial Attacks2504.13301v1 · Jing Chen, Onat Gungor, Zhengli Shang et al.2025 · 6 citationsarXiv
ReLATE: Resilient Learner Selection for Multivariate Time-Series Classification Against Adversarial Attacks2503.07882v1 · Cagla Ipek Kocal, Onat Gungor, Aaron Tartz et al.2025 · 2 citationsarXiv
Offload Rethinking by Cloud Assistance for Efficient Environmental Sound Recognition on LPWANs2502.15285v3 · Le Zhang, Quanling Zhao, Run Wang et al.2025 · 1 citationarXiv
TS-OOD: Evaluating Time-Series Out-of-Distribution Detection and Prospective Directions for Progress2502.15901v1 · Onat Gungor, Amanda Sofie Rios, Nilesh Ahuja et al.2025 · 0 citationsarXiv
CND-IDS: Continual Novelty Detection for Intrusion Detection Systems2502.14094v1 · Sean Fuhrman, Onat Gungor, Tajana Rosing2025 · 11 citationsarXiv
SAFE: Self-Supervised Anomaly Detection Framework for Intrusion Detection2502.07119v1 · Elvin Li, Zhengli Shang, Onat Gungor et al.2025 · 2 citationsarXiv
E-QUARTIC: Energy Efficient Edge Ensemble of Convolutional Neural Networks for Resource-Optimized Learning2409.08369v1 · Le Zhang, Onat Gungor, Flavio Ponzina et al.2024 · 3 citationsarXiv
DODEM: DOuble DEfense Mechanism Against Adversarial Attacks Towards Secure Industrial Internet of Things Analytics2301.09740v1 · Onat Gungor, Tajana Rosing, Baris Aksanli2023 · 0 citationsarXiv
RES-HD: Resilient Intelligent Fault Diagnosis Against Adversarial Attacks Using Hyper-Dimensional Computing2203.08148v1 · Onat Gungor, Tajana Rosing, Baris Aksanli2022 · 5 citationsarXiv
Career total: 56 works. 31 are in this corpus.
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