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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

Berkay Özçam

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Review Open access Aug 2026

Recent Advances and Open Challenges in Mitigating Inference-Time Attacks on Large Language Models

A defense taxonomy spanning three axes, namely prompt-level, inference-time, and training-time interventions, is proposed, within which 30 mitigation mechanisms published from 2024 onwards are systematically analyzed, demonstrating that no single defense mechanism provides comprehensive protection, and that robust depl...

Berkay Ozcam, Mustafa Kara, Muhammet Ali Aydin et al. · 0 citations
Conference Jul 2026

Generating Attacks for LLM with GFlowNets

The rapid advancement of Large Language Models (LLMs) has facilitated their ubiquitous integration into various domains, leading to widespread adoption. However, this escalating trend has introduced significant security vulnerabilities, necessitating the identification and mitigation of flaws arising from malicious exp...

Berkay Özçam, İrem Önen, E. I. Tatli et al. · 0 citations

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