性能評価

PINA: Prompt Injection Attack against Navigation Agents

Authors: Jiani Liu, Yixin He, Lanlan Fan, Qidi Zhong, Yushi Cheng, Meng Zhang, Yanjiao Chen, Wenyuan Xu | Published: 2026-01-20
インダイレクトプロンプトインジェクション
性能評価
敵対的攻撃

Automatic Adjustment of HPA Parameters and Attack Prevention in Kubernetes Using Random Forests

Authors: Hanlin Zhou, Huah Yong Chan, Jingfei Ni, Mengchun Wu, Qing Deng | Published: 2026-01-20
性能評価
攻撃トラフィック管理
機械学習応用

Privacy Enhanced PEFT: Tensor Train Decomposition Improves Privacy Utility Tradeoffs under DP-SGD

Authors: Pradip Kunwar, Minh Vu, Maanak Gupta, Manish Bhattarai | Published: 2026-01-15
プライバシー保護
差分プライバシー
性能評価

Evaluating Implicit Regulatory Compliance in LLM Tool Invocation via Logic-Guided Synthesis

Authors: Da Song, Yuheng Huang, Boqi Chen, Tianshuo Cong, Randy Goebel, Lei Ma, Foutse Khomh | Published: 2026-01-13
LLM活用
プロンプトインジェクション
性能評価

A Protocol-Aware P4 Pipeline for MQTT Security and Anomaly Mitigation in Edge IoT Systems

Authors: Bui Ngoc Thanh Binh, Pham Hoai Luan, Le Vu Trung Duong, Vu Tuan Hai, Yasuhiko Nakashima | Published: 2026-01-12
侵入検知システム
性能評価
異常検知手法

Memory-Based Malware Detection under Limited Data Conditions: A Comparative Evaluation of TabPFN and Ensemble Models

Authors: Valentin Leroy, Shuvalaxmi Dass, Sharif Ullah | Published: 2026-01-12
データ選択戦略
性能評価
機械学習応用

Defenses Against Prompt Attacks Learn Surface Heuristics

Authors: Shawn Li, Chenxiao Yu, Zhiyu Ni, Hao Li, Charith Peris, Chaowei Xiao, Yue Zhao | Published: 2026-01-12
プロンプトリーキング
性能評価
敵対的攻撃分析

Enhancing Cloud Network Resilience via a Robust LLM-Empowered Multi-Agent Reinforcement Learning Framework

Authors: Yixiao Peng, Hao Hu, Feiyang Li, Xinye Cao, Yingchang Jiang, Jipeng Tang, Guoshun Nan, Yuling Liu | Published: 2026-01-12
LLM活用
セキュリティ保証
性能評価

An Efficient Gradient-Based Inference Attack for Federated Learning

Authors: Pablo Montaña-Fernández, Ines Ortega-Fernandez | Published: 2025-12-17
プライバシー分析
性能評価
連合学習

SeBERTis: A Framework for Producing Classifiers of Security-Related Issue Reports

Authors: Sogol Masoumzadeh, Yufei Li, Shane McIntosh, Dániel Varró, Lili Wei | Published: 2025-12-17
モデルDoS
性能評価
深層学習技術