Beyond Success Rate: Cost-Aware Evaluation of Offensive and Defensive Security Agents
Authors: Paul Kassianik, Blaine Nelson, Yaron Singer | Published: 2026-07-16
Literature Database
When Words Are Safe But Actions Kill: Probing Physical Danger Beyond Text Safety in Hidden-State Risk Space
Authors: Weimeng Wang, Ziqiang Wang, Zihang Zhan, Chuanpu Fu, Qi Li, Ke Xu | Published: 2026-07-16
DataShield: Uncovering Risky Fine-Tuning Data Across LLMs Through Consensus Subspace Alignment
Authors: Zefeng Wu, Weiwei Qi, Jielong Chen, Tianhang Zheng, Di Hong, Chaochao Lu, Liang He, Zhan Qin, Kui Ren | Published: 2026-07-16
Random Logit Scaling: Defending Deep Neural Networks Against Black-Box Score-Based Adversarial Example Attacks
Authors: Hamid Dashtbani, Mehdi Dousti Gandomani, AmirMahdi Sadeghzadeh | Published: 2026-07-16
Show Me How You Reason and I’ll Tell You Who You Are: Reasoning Graphs for Robust LLM Authorship Attribution
Authors: Zlata Kikteva, Artur Romazanov, Annette Hautli-Janisz, Ramon Ruiz-Dolz | Published: 2026-07-16
Innocuous-Seeming Data, Latent Ideology: Ideological Generalisation in Finetuned LLMs
Authors: Robert Graham, Edward Stevinson, Yariv Barsheshat | Published: 2026-07-16
Is External Database Protection Static in Retrieval-Augmented Generation? Rethinking Privacy Preservation under Dynamic Queries
Authors: Gang Zhang, Mingyu Tian, Xukun Luan, Yuanchi Ma, Jinyan Liu | Published: 2026-07-16
Large Audio Language Models for Spoofing-Aware Speaker Verification
Authors: Sofya Savelyeva, Mariia Perunova, Evgeny Kushnir, Artem Dvirniak, Dmitrii Korzh, Oleg Y. Rogov | Published: 2026-07-16
MemPoison: Uncovering Persistent Memory Threats and Structural Blind Spots in LLM Agents
Authors: Jifeng Gao, Kang Xia, Yi Zhang, Xiaobin Hong, Mingkai Lin, Xingshen Wei, Wenzhong Li, Sanglu Lu | Published: 2026-07-16
Routing Ceilings Are Domain-Independent: Structural Prior Injection in Code Security Vulnerability Detection
Authors: Manuel Israel Cázares | Published: 2026-07-16