Hiding in Plain Sight: Decoupling Pretext from Actuation for Skill Poisoning in LLM Agents
Authors: Wenxin Wu, Lingyong Yan, Lei Sha, Shuaiqiang Wang, Jiashu Zhao | Published: 2026-09-30
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MiniRep: Robust Reputation-Based Aggregation for Multi-Agent Debate
Authors: Jiaming Zhang, Yuwan Liu, Yue Huang, Sisi Duan | Published: 2026-09-30
Faithful Dual-constrained Erasure for Robust LLM Safety Alignment
Authors: Jiaqing Li, Shide Zhou, Zhibo Zhang, Yuxi Li, Tianlong Yu, Kailong Wang | Published: 2026-09-30
MADBench: Benchmarking the Security of Multi-Agent Debate
Authors: Yuwan Liu, Jiaming Zhang, Yue Huang, Sisi Duan | Published: 2026-09-30
Can Agents Trust Their Skills? Uncovering Unsafe Chains of Trust in Skill-Based LLM Agents
Authors: Yan Wang, Zhihao Zhang, Ke Chen, Kai Chen, Yaqin Zhang, Duohe Ma, Jun Dai, Xiaoyan Sun | Published: 2026-09-30
Approval Laundering: Systematizing Approval–Execution Binding Failures in AI Coding-Agent Harnesses
Authors: Yang Wang | Published: 2026-09-30
APTInvestBench: Evaluating Autonomous APT Investigation under Varying Telemetry
Authors: Yu Wang, Shuhao Li, Tao Yin, Ziyang Li, Xueying Zhao, Peishuai Sun, Jiang Xie | Published: 2026-09-30
Unlearning Deceptive Behaviors in LLMs with Contrastive Forget Sets
Authors: Haoran Tang, Rajiv Khanna | Published: 2026-09-30
SceneJail: Exploiting Video Scenario Context to Jailbreak Multimodal LLMs
Authors: Wenyu Chen, Li Wang, Chuanchao Zang, Xiangtao Meng, Xinyu Gao, Jianing Wang, Zheng Li, Shanqing Guo | Published: 2026-09-30
STRATA: Self-Learning Through Role-Aligned Tiered Agents for Real-Time Strategy Games
Authors: Xinhe Tian, Xiaoyue Zhang, Ziyou Zhang, Jiacheng Li, Xiaoqiang Jin, Qianchuan Zhao, Gaochen Cui | Published: 2026-09-30