Catak, Ferhat Ozgur

1. Defensive Distillation based Adversarial Attacks Mitigation Method for Channel Estimation using Deep Learning Models in Next-Generation Wireless Networks
   2022/08/12 by Catak, Ferhat Ozgur, Kuzlu, Murat, Catak, Evren +2 · 3 citations
   #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Machine Learning (cs.LG)
2. Uncertainty Quantification in Large Language Models Through Convex Hull Analysis
   2024/06/28 by Ferhat Özgür Çatak, Catak, Ferhat Ozgur, Murat Kuzlu +1 · 5 citations
   Computer Science · #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences #Natural Language Processing Techniques #Topic Modeling
3. Exploiting epistemic uncertainty of the deep learning models to generate adversarial samples
   2021/02/08 by Ömer Faruk Tuna, Tuna, Omer Faruk, Ferhat Özgür Çatak +3 · 2 citations
   Computer Science · #Adversarial Robustness in Machine Learning #Anomaly Detection Techniques and Applications #Artificial Intelligence (cs.AI) #Explainable Artificial Intelligence (XAI) #FOS: Computer and information sciences #Machine Learning (cs.LG)
4. A Benchmark API Call Dataset for Windows PE Malware Classification
   2019/05/06 by Catak, Ferhat Ozgur, Yazı, Ahmet Faruk · 1 citation
   #Cryptography and Security (cs.CR) #FOS: Computer and information sciences
5. BERT4MIMO: A Foundation Model using BERT Architecture for Massive MIMO Channel State Information Prediction
   2025/01/03 by Catak, Ferhat Ozgur, Kuzlu, Murat, Cali, Umit · 4 citations
   #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #FOS: Electrical engineering #Information Theory (cs.IT) #Signal Processing (eess.SP) #electronic engineering #information engineering
6. The Adversarial Security Mitigations of mmWave Beamforming Prediction Models using Defensive Distillation and Adversarial Retraining
   2022/02/16 by Kuzlu, Murat, Catak, Ferhat Ozgur, Cali, Umit +2 · 1 citation
   #Artificial Intelligence (cs.AI) #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Networking and Internet Architecture (cs.NI)
7. Unreasonable Effectiveness of Last Hidden Layer Activations for Adversarial Robustness
   2022/02/15 by Tuna, Omer Faruk, Catak, Ferhat Ozgur, Eskil, M. Taner · 1 citation
   #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG)
8. Improving Medical Diagnostics with Vision-Language Models: Convex Hull-Based Uncertainty Analysis
   2024/11/24 by Ferhat Özgür Çatak, Catak, Ferhat Ozgur, Murat Kuzlu +3 · 2 citations
   Computer Science · Decision Sciences · #Bayesian Modeling and Causal Inference #AI-based Problem Solving and Planning #Complex Systems and Decision Making