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Author

Berkay Ozcam

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2 papers indexed here

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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
Preprint Aug 2026

Generating Attacks for LLMs with GFlowNets

This study proposes an automated, human-independent, and adaptive approach leveraging GFlowNets to identify LLM vulnerabilities by utilizing one large language model to test another, and introduces a model capable of generating attack inputs in the Turkish language.

Berkay Ozcam, Irem Onen, M. Amasyalı et al. · 0 citations

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