文献データベース

A Security Meta-Model for Retrieval-Augmented Generation Systems

Authors: Steve Nouyep, Sébastien Salva, Maxime Puys | Published: 2026-10-08
RAG
RAGへのポイズニング攻撃
セキュリティ考慮

SemField: A Simple, Linear, Continuous, yet Robust Semantic Watermark

Authors: Varun Gumma, Navonil Majumdar, Soujanya Poria | Published: 2026-10-08
モデル性能評価
統計的分析
透かし攻撃

Same Outcome, Different Evidence: Intent Recovery in LLM Safety Evaluation

Authors: Haitong Jiang, Chunlin Liu, Sihan Tang, Chan Wu, Xiaoqing Su, Yuhong Feng | Published: 2026-10-08
プロンプトリーキング
モデル性能評価
出力の有害度の算出

LTBD: Learnable Trust-Boundary Delimiters for Prompt Injection Defense

Authors: Luman Zhao, Minghui Xu, Yue Zhang, Yijun Yang | Published: 2026-10-08
セキュリティ考慮
プロンプトインジェクション
モデル保護手法

SoK: Are LLMs Reliable at Source Code Recovery? A Taxonomy and Empirical Evaluation

Authors: Varun Kohli, Lee Bing Cheng, Nur Hazim Ghazali, Gao Yuze, Daryl Poon, Dinil Mon Divakaran | Published: 2026-10-08
RAG
デコンパイルの課題
モデル抽出攻撃

Writing for the Reviewer: Defensive Writing in GPT Models

Authors: Junchi Liao | Published: 2026-10-08
バイアス
モデル性能評価
文献レビュー

Language Modeling is Monotone Compression

Authors: Noam Mazor, Andrew Morgan, Rafael Pass | Published: 2026-10-08
情報理論的アプローチ
深層学習
通信効率

NOMOS: Compiling Written Policies into Statically Verified Tool-Call Gates for LLM Agents

Authors: Min-Young Yu, Tony Kim, Jang Won Choi | Published: 2026-10-08
セキュリティ考慮
ルール検証
脆弱性評価手法

Open-MMUnlearning: Unifying Methods and Evaluation for MLLM Unlearning

Authors: Junkai Chen, Yuhao He, Qianshan Wei, Junxiang You, Jingwen Shao, Junkai Lin, Zhongkai Yue, Xiaotian Ye, Zhengbo Jiao, Jiali Cheng, Zhijie Deng, Kening Zheng, Ruiqi Liu, Hadi Amiri, Yi Yu, Zhenan Sun, Qi Li, Ka-Ho Chow, Sijia Liu, Liang Wang, Jiaqi Li, Shu Wu | Published: 2026-10-07
データセット評価
モデル性能評価
評価のバランス

SLDR: Defending Against Malicious Fine-tuning via Selective Layers Recovery and Dynamic Routing

Authors: Hui Zhang, Yachao Yuan, Jiayun Wang, Yuanzhuo Li, Hongtao Wang, Yali Yuan | Published: 2026-10-07
モデルDoS
倫理基準遵守
出力の有害度の算出