Exposing LLM Safety Gaps Through Mathematical Encoding:New Attacks and Systematic Analysis
Authors: Haoyu Zhang, Mohammad Zandsalimy, Shanu Sushmita | Published: 2026-05-05
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ARGUS: Defending LLM Agents Against Context-Aware Prompt Injection
Authors: Shihao Weng, Yang Feng, Jinrui Zhang, Xiaofei Xie, Jiongchi Yu, Jia Liu | Published: 2026-05-05
Efficient Preference Poisoning Attack on Offline RLHF
Authors: Chenye Yang, Weiyu Xu, Lifeng Lai | Published: 2026-05-04
FlashRT: Towards Computationally and Memory Efficient Red-Teaming for Prompt Injection and Knowledge Corruption
Authors: Yanting Wang, Chenlong Yin, Ying Chen, Jinyuan Jia | Published: 2026-04-30
TwinGate: Stateful Defense against Decompositional Jailbreaks in Untraceable Traffic via Asymmetric Contrastive Learning
Authors: Bowen Sun, Chaozhuo Li, Yaodong Yang, Yiwei Wang, Chaowei Xiao | Published: 2026-04-30
MASCing: Configurable Mixture-of-Experts Behavior via Activation Steering Masks
Authors: Jona te Lintelo, Lichao Wu, Marina Krček, Sengim Karayalçin, Stjepan Picek | Published: 2026-04-30
VOW: Verifiable and Oblivious Watermark Detection for Large Language Models
Authors: Xiaokun Luan, Yihao Zhang, Pengcheng Su, Feiran Lei, Meng Sun | Published: 2026-04-30
Low Rank Adaptation for Adversarial Perturbation
Authors: Han Liu, Shanghao Shi, Yevgeniy Vorobeychik, Chongjie Zhang, Ning Zhang | Published: 2026-04-30
Security Attack and Defense Strategies for Autonomous Agent Frameworks: A Layered Review with OpenClaw as a Case Study
Authors: Luyao Xu, Xiang Chen | Published: 2026-04-30
AdaBFL: Multi-Layer Defensive Adaptive Aggregation for Bzantine-Robust Federated Learning
Authors: Zehui Tang, Yuchen Liu, Feihu Huang | Published: 2026-04-30