Signed, Sealed, Leaked: Trust Beyond Signature for MCP Toolchains
Authors: Yichiet Aun, Mohammed A. Alhartomi, Jing Jie Tan, Waqas Nadeem, Adeb Salh, Shankar Karuppayah, Sin Chee Tan | Published: 2026-11-04
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Addition by Subtraction: Toward Mitigating Fragile Safety Alignment in Large Language Models
Authors: Hamid Dashtbani, Alexandra Dmitrienko | Published: 2026-11-04
Towards Early Warning of Real-World Vulnerabilities: An Evidence-Aware Decoupled Method for CVSS Vector Prediction Based on Unstructured Disclosures
Authors: Jianhong Ma, Wenhao Li, Xixing Li, Chenyu Yan, Haowen Chen | Published: 2026-11-04
A Bag of Tricks for Defending Deep Learning-based Face Recognition Pipelines against Backdoor Attacks
Authors: Quentin Le Roux, Marti Jimenez, Yannick Teglia, Philippe Loubet Moundi | Published: 2026-11-04
A.S.E 2.0: Understanding How Repository Context Impacts the Security of LLM-Generated Code
Authors: Jiongchi Yu, Keke Lian, Junqing Wang, Zhikang Fan, Zhaoxuan Li, Yongheng Huang, Ziming Zhao, Dong Zhang | Published: 2026-11-04
Beyond Risk Cues: A Mechanism-Level Benchmark and Verifiable Debate for Scam Video Detection on the Web
Authors: Yifan Wang, Junyu Lu, Shun Zhang, Chaozhuo Li, Fanliang Bu, Rong Yin, Lingbin Bu, Changrong Min, Peng Chen | Published: 2026-11-04
Auditable Unlearning for LLMs
Authors: Piyush Tiwary, Anushka Srivastava, Prathosh A. P | Published: 2026-11-04
When File Ingestion Misleads Language Models: Measuring and Mitigating Divergences in Office Documents
Authors: Penghui Li | Published: 2026-11-04
Timing is Everything: Inferring Temporal Membership in Continually Updated Models
Authors: Jie Fu, Xiangpeng Deng, Yuan Hong, Wendy Hui Wang | Published: 2026-11-04
The Geometry of Ignorance: Detecting Suppressed Knowledge in LLMs through Activation Fragmentation
Authors: Adar Peleg, Dvir Alsheich, Tomer Ashuach, Avi Mendelson | Published: 2026-11-03