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ryuryukke/README.md

Hello 👋

Hello! I am Ryuto, a final-year PhD student (est. March 2026) at the Institute of Science Tokyo, advised by Prof. Naoaki Okazaki. My research aims to develop principles and methods for building and ensuring safe, secure, and reliable AI systems, mitigating their negaitve societal implications. My current work focuses on membership inference attacks, AI-generated text detection, jailbreak defense, and reliable LLM-as-a-judge. My work has been published in top-tier conferences such as ACL, EMNLP, and AAAI, and I have led multiple collaborative projects with Prof. Chris Callison-Burch and Prof. Preslav Nakov.

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  1. OUTFOX OUTFOX Public

    [AAAI 2024] The official repository for our paper, "OUTFOX: LLM-Generated Essay Detection Through In-Context Learning with Adversarially Generated Examples"

    Python 51 4

  2. HowYouPromptMatters HowYouPromptMatters Public

    [EMNLP 2024] The official repository for our paper, "How You Prompt Matters! Even Task-Oriented Constraints in Instructions Affect LLM-Generated Text Detection"

    6

  3. MINT MINT Public

    A unified evaluation suite for membership inference and machine text detection.

    Python 4 1