RISE: Red-teaming via Iterative Strategy Evolution for Modern Text-to-Image Models Authors: Dmitrii Kharlapenko, Sergei Bratchikov, Konstantin Korolev, Aleksandr Nikolich | Published: 2026-09-28 Prompt EngineeringPrompt leakingWatermarking Technology 2026.09.28 2026.09.30 Literature Database
DGF-Bench: A Benchmark for Simulating and Auditing Deception Against Multi-Agent Governance Boards Authors: Jeremy Canale | Published: 2026-09-28 プロジェクト構築Information Security攻撃シナリオ設計 2026.09.28 2026.09.30 Literature Database
DeShortcut-Align: Decoupling Spurious Shortcuts for Robust Safety Alignment in Large Reasoning Models Authors: Qirui Liu, Yichen Sun, Yan Wang, Zhixuan Chu, Linbo Jiang, Jianan Lin, Kui Ren | Published: 2026-09-28 Large Language ModelWatermarking TechnologyExcessive Denial Mitigation 2026.09.28 2026.09.30 Literature Database
CoSec: Benchmarking Agent Security in Communities Authors: Hao Chen, Wenhui Dong, Ye Chen, Jiezhi Yao, Chenbo Xia, Yuwen Qu, Renxiang Wang, Fudong Yuan, Camil Hamami, Chenglong Pan, Xinquan Yue, Ziyu Wang, Fengyu Ye, Chenyang Si, Caifeng Shan | Published: 2026-09-28 ガードレール効果プライバシー失敗Information Flow Control 2026.09.28 2026.09.30 Literature Database
AuxMark: Defending Against Unauthorized Agent Distillation via Auxiliary Behavioral Watermarking Authors: Yiqing Feng, Haozhe Feng, Shunan Shang, Xiaoyu Zhang, Jian Lou, Haodong Zhao, Mingxun Zhou | Published: 2026-09-28 Indirect Prompt InjectionGenerative ModelWatermark Design 2026.09.28 2026.09.30 Literature Database
TULIP: Targeted LLM Unlearning at Layers Identified Per-Input Authors: Yejin Kim, William F. Shen, Seokwon Jung, Daeun Park, Seong Joon Oh | Published: 2026-09-28 Machine LearningGenerative ModelChallenges of Generative Models 2026.09.28 2026.09.30 Literature Database
SEAD: A State-Based Perspective on Attack and Defense in Tool-Using Agents Authors: Xinjie Shen, Junran Wang, Rongzhe Wei, Pan Li | Published: 2026-09-28 ツール使用分析攻撃戦略分析Effectiveness Analysis of Defense Methods 2026.09.28 2026.09.30 Literature Database
How to Tame a Multi-Headed Hydra? Adaptive Multi-Category Safety Steering for Large Language Models Authors: Chenxi Wang, Ruiyang Huang, Li Huang, Yifan Wu | Published: 2026-09-28 メンタルヘルス支援Generative Model CharacteristicsAdaptive Misuse Detection 2026.09.28 2026.09.30 Literature Database
CoDeL: Co-Evolutionary Defense against Indirect Prompt Injection in LLM-based Agents Authors: Xiao Yang, Yangchen Ou, Yuhan Gao, Le Wang, Zonghao Ying, Aishan Liu | Published: 2026-09-28 Indirect Prompt InjectionAttack MethodAdaptive Misuse Detection 2026.09.28 2026.09.30 Literature Database
Breaking Windows Malware Detection: A Comprehensive Evaluation of Problem-Space Adversarial Robustness Authors: Mashal Zainab, Salijona Dyrmishi, Hamid Bostani, Lorenzo Cavallaro, Maxime Cordy | Published: 2026-09-28 Backdoor DetectionAttack MethodAdversarial Learning 2026.09.28 2026.09.30 Literature Database