Literature Database

Understanding and Mitigating Role Spoofing in LLMs

Authors: Ezra Edelman, Benjamin Edelman, Surbhi Goel, Eran Malach | Published: 2026-10-29
Indirect Prompt Injection
Prompt Injection
Malicious Prompt

LiDAR-SHIELD: A Fully Dockerized Adversarial Robustness Assessment Framework for LiDAR-Based 3D Perception Models

Authors: Alexandros Gkillas, Ioulia Kapsali, Christos Anagnostopoulos, Aris S. Lalos | Published: 2026-10-29
Robustness Evaluation
攻撃手法評価
Adversarial Learning

Surprise Alone Learns Lies: Evidence-Gated Continual Learning for LLMs from Streaming Claims

Authors: Abdelkader Metales, Miriam Grabenheinrich | Published: 2026-10-29
Model Design and Accuracy
Self-Learning Method
評価基準

InferD: A Honeypot Framework for AI Inference Infrastructure

Authors: Hicham Hammouchi, Gabriele Lenzini | Published: 2026-10-29
Cyber Threat
Security Information Management
攻撃手法評価

Red-Teaming Large Language Models in Low-Resource African Languages: A Case Study of Yoruba and Nigerian Pidgin

Authors: Paula Chikaodinaka Anyanwu, Valdini Douglace Lemofouet, Blessing Ngozi Uzor, Ifeoluwa Dorcas Awotunde, Danielle Blanche Kapsa, Tassallah Abdullahi, Clemencia Siro, Idris Abdulmumin, Seid Muhie Yimam, Shamsuddeen Hassan Muhammad | Published: 2026-10-29
Prompt Injection
Large Language Model
言語特性の影響

Systematic Evaluation of Adversarial Jailbreaking Attacks and Defenses Across Seven Large Language Models

Authors: Md. Robiul Islam Niloy, Abu Sayed Md. Mostafizur Rahaman | Published: 2026-10-29
Large Language Model
Malicious Prompt
攻撃手法評価

Sparse Fine-Tuning for Parameter-Efficient Adversarial Training

Authors: Zhaoxin Wang, Zihang Ding, Handing Wang | Published: 2026-10-29
Robustness Evaluation
Adversarial Learning
Adaptive Adversarial Training

AgentHeal: Evaluating Goal-Preserving Resource Recovery of Web Agents under Access Barriers

Authors: Zhiyi Liu, Haohua Du, Haoqi Sun, Haisheng Tan | Published: 2026-10-29
Disabling Safety Mechanisms of LLM
Indirect Prompt Injection
評価基準

REALM: Identifying Minimal Task Assets for LLM Agents

Authors: Zihou Ren, Byungchul Tak, Long Wang | Published: 2026-10-29
Algorithm
資産識別手法

Appreciation Teaches Unauthorized Execution: Self-Evolution Degrades the Robustness of Personal Agents to Indirect Prompt Injection

Authors: Xinyan Wang, Xiaogeng Liu, Jun Shao, Chaowei Xiao | Published: 2026-10-29
Prompt Injection
権限管理
Self-Learning Method