10 Questions 5 Answers 0 Followers
Questions related from Goutham Sunkara
How effective are transformer-based models (e.g., BERT or LLaMA) compared to traditional CNN/RNN architectures in intrusion detection for high-speed networks?
21 July 2025 2,753 1 View
What are the most effective XAI methods for explaining deep learning-based firewall or access control policy recommendations?
21 July 2025 1,557 1 View
What are the best practices for implementing federated learning in intrusion detection systems (IDS) without risking data leakage or adversarial contamination?
21 July 2025 7,854 3 View
Has anyone explored using generative diffusion models to simulate realistic network traffic for training IDS models under adversarial conditions?
21 July 2025 9,246 1 View
How can we detect and mitigate bias in cybersecurity datasets used to train ML models, especially in intrusion detection or phishing classification?
21 July 2025 2,992 3 View
How can we integrate responsible AI principles (fairness, explainability) into automated threat detection systems without compromising response speed?
21 July 2025 9,852 2 View
What AI frameworks are best suited for detecting and responding to cyber threats in SCADA and industrial control systems in real time?
21 July 2025 4,503 0 View
Can large language models, such as GPT or BioBERT, reliably assist in malware reverse engineering or automated threat report generation?
21 July 2025 3,818 1 View
What are the architectural challenges of applying deep learning-based behavior analytics in Zero Trust network access models?
21 July 2025 2,939 1 View
What role can AI play in identifying or simulating quantum-resilient attack vectors on post-quantum cryptographic systems?
21 July 2025 1,223 0 View
