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Sponsored AI Networking Cookbook: Practical recipes for AI-assisted network automation and development AI Networking Cookbook: Practical recipes for AI-assisted network automation and development

Author

Md. Shamim Towhid

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2026

Encrypted Network Traffic Classification Using Generative and Contrastive Self-Supervised Learning

Network traffic classification is crucial for various applications, encompassing network provisioning, malware detection, and resource management. In contemporary networks, the prevalence of encrypted protocols presents a challenge to existing classification techniques. Deep learning has exhibited promising results in...

Md. Shamim Towhid, Nashid Shahriar · 0 citations
2026

Cyber Task Automation With Knowledge-Infused Reinforcement Learning and LLM-Guided Policies

As cyber threats continue to evolve, there is a need for Autonomous Cyber Defense (ACD) strategies capable of fast and context-aware responses. Reinforcement learning (RL) has shown promise in automating cyber defense by exploring and learning effective countermeasures. However, RL often struggles with sparse reward si...

Md. Shamim Towhid, Shahrear Iqbal, E. C. Pinto et al. · 0 citations

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