文献データベース

Decision-Aware Trust Signal Alignment for SOC Alert Triage

Authors: Israt Jahan Chowdhury, Md Abu Yousuf Tanvir | Published: 2026-01-08
コスト感度閾値
信号処理技術
機械学習技術

HoneyTrap: Deceiving Large Language Model Attackers to Honeypot Traps with Resilient Multi-Agent Defense

Authors: Siyuan Li, Xi Lin, Jun Wu, Zehao Liu, Haoyu Li, Tianjie Ju, Xiang Chen, Jianhua Li | Published: 2026-01-07
プロンプトインジェクション
大規模言語モデル
敵対的攻撃検出

SoK: Privacy Risks and Mitigations in Retrieval-Augmented Generation Systems

Authors: Andreea-Elena Bodea, Stephen Meisenbacher, Alexandra Klymenko, Florian Matthes | Published: 2026-01-07
RAG
RAGへのポイズニング攻撃
プライバシー保護技術

Jailbreaking LLMs & VLMs: Mechanisms, Evaluation, and Unified Defense

Authors: Zejian Chen, Chaozhuo Li, Chao Li, Xi Zhang, Litian Zhang, Yiming He | Published: 2026-01-07
プロンプトインジェクション
大規模言語モデル
敵対的攻撃検出

Full-Stack Knowledge Graph and LLM Framework for Post-Quantum Cyber Readiness

Authors: Rasmus Erlemann, Charles Colyer Morris, Sanjyot Sathe | Published: 2026-01-07
データ駆動型脆弱性評価
知識グラフ設計
脆弱性優先順位付け

SLIM: Stealthy Low-Coverage Black-Box Watermarking via Latent-Space Confusion Zones

Authors: Hengyu Wu, Yang Cao | Published: 2026-01-06
プロンプトの検証
生成AI向け電子透かし
透かし評価

LLMs, You Can Evaluate It! Design of Multi-perspective Report Evaluation for Security Operation Centers

Authors: Hiroyuki Okada, Tatsumi Oba, Naoto Yanai | Published: 2026-01-06
LLM活用
セキュリティ分析手法
ユーザー体験評価

JPU: Bridging Jailbreak Defense and Unlearning via On-Policy Path Rectification

Authors: Xi Wang, Songlei Jian, Shasha Li, Xiaopeng Li, Zhaoye Li, Bin Ji, Baosheng Wang, Jie Yu | Published: 2026-01-06
プロンプトインジェクション
モデル抽出攻撃
敵対的攻撃検出

Window-based Membership Inference Attacks Against Fine-tuned Large Language Models

Authors: Yuetian Chen, Yuntao Du, Kaiyuan Zhang, Ashish Kundu, Charles Fleming, Bruno Ribeiro, Ninghui Li | Published: 2026-01-06
アンサンブル学習
プライバシー保護技術
メンバーシップ推論

Adversarial Contrastive Learning for LLM Quantization Attacks

Authors: Dinghong Song, Zhiwei Xu, Hai Wan, Xibin Zhao, Pengfei Su, Dong Li | Published: 2026-01-06
LLMの安全機構の解除
モデル抽出攻撃
量子化とプライバシー