Literature Database

CertMoE: Robustness Certification for Mixture-of-Experts LLMs via Routing-Aware Smoothing

Authors: Qingyue Wang, Yudong Gao, Lixia Wang, Ruixuan Huang, Yuanyuan Yuan, Yangqiu Song, Shuai Wang | Published: 2026-10-21
Algorithm
Certified Robustness
評価結果

Beyond Binary Labels: Diagnostic Evaluation of LLM Safety with Prompt-Level Rubrics

Authors: Hongyu Li, Xinlong Huang, Zhan Yu, Jing Zhao, Zhe Zhao, Juntao Zhong, Xiong Kuang, Rui Yuan, ZhenXiang Yan, Huilin Xu, Haitao Yu, Lilin Wang, Rui Chen, Blaze Chen, Fengzong Lian, Renfen Hu | Published: 2026-10-21
Prompt Injection
Large Language Model
評価結果

Correlated Failures of AI Approval Monitors

Authors: Luca Zanolini | Published: 2026-10-21
Security Information Management
Attack Detection Method
評価結果

A Digital Twin to Improve Cyber-Social Impact

Authors: Vita Santa Barletta, Danilo Caivano, Gabriel Cellammare, Andrea Dimauro, Pasquale Mesagna, Massimiliano Morga | Published: 2026-10-20
サイバー社会影響モデル
Cyber Threat
デジタルツイン技術

After the Attacker Leaves: Benchmarking Carryover Attacks on LLM Agents

Authors: Zhiyue Xu, Xukai Wang, Zhiyuan Huang, Mingjie Zhan, Jian Zhao, Xu-Yao Zhang | Published: 2026-10-20
Indirect Prompt Injection
Prompt Injection
Attack Detection Method

MAS-Guard: Unified Guardrails from Individual Agents to Multi-Agent LLM Systems

Authors: Mohammad Kachuee, Phu Mon Htut, Sheng Li, Nikolaos Pappas, Miguel Ballesteros Martinez, Yassine Benajiba, Sujith Ravi, Dan Roth | Published: 2026-10-20
Indirect Prompt Injection
Security Strategy Generation
マルチエージェントシステム

Context-Aware Prompt Injection Detection via Small Language Models in RAG Pipelines: nokast-secureRAG

Authors: Abhishek Rai | Published: 2026-10-20
RAG
Prompt Injection
Attack Detection Method

Disclosure Begets Disclosure: A Self-Reinforcing Privacy Loop in LLM Agents with Persistent Memory

Authors: Masahiro Kaneko, Hiromi Arai, Timothy Baldwin | Published: 2026-10-20
Privacy Assessment
Memory Layout Design
Information Flow Control

Robust Representation Learning for Spiking Neural Networks based on Conditional Information Bottleneck

Authors: Yuli Zha, Wang Fan, Yixiao Dai, Lingjie Wang, Bang Hu, Wei Cao, Fengzhe Zhang, Fan Zhang | Published: 2026-10-20
Algorithm
Robust Optimization
Adversarial Learning

ClawMMU: Protection-Coherent Virtual Memory for Stateful LLM Agents

Authors: Jinhao Hu, Bardia Mohammadi, Mofasshara Binte Rafique, Lars Henning Klein, Akhil Arora, Ashvin Goel, Laurent Bindschaedler | Published: 2026-10-20
DNN IP Protection Method
Security Information Management
メモリポイズニング