TitanCA: Lessons from Orchestrating LLM Agents to Discover 100+ CVEs

Authors: Ting Zhang, Yikun Li, Chengran Yang, Ratnadira Widyasari, Yue Liu, Ngoc Tan Bui, Phuc Thanh Nguyen, Yan Naing Tun, Ivana Clairine Irsan, Huu Hung Nguyen, Huihui Huang, Jinfeng Jiang, Lwin Khin Shar, Eng Lieh Ouh, David Lo, Hong Jin Kang, Yide Yin, Wen Bin Leow | Published: 2026-04-20
2026.04.20
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Privacy-Preserving Product-Quantized Approximate Nearest Neighbor Search Framework for Large-scale Datasets via A Hybrid of Fully Homomorphic Encryption and Trusted Execution Environment

Authors: Shozo Saeki, Minoru Kawahara, Hirohisa Aman | Published: 2026-04-20
2026.04.20
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Understanding Secret Leakage Risks in Code LLMs: A Tokenization Perspective

Authors: Meifang Chen, Zhe Yang, Huang Nianchen, Yizhan Huang, Yichen Li, Zihan Li, Michael R. Lyu | Published: 2026-04-20
2026.04.20
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SDLLMFuzz: Dynamic-static LLM-assisted greybox fuzzing for structured input programs

Authors: Yihao Zou, Tianming Zheng, Futai Zou, Yue Wu | Published: 2026-04-20
2026.04.20
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Feedback-Driven Execution for LLM-Based Binary Analysis

Authors: XiangRui Zhang, Qiang Li, Haining Wang | Published: 2026-04-16
2026.04.16
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MLDAS: Machine Learning Dynamic Algorithm Selection for Software-Defined Networking Security

Authors: Pablo Benlloch, Oscar Romero, Antonio Leon, Jaime Lloret | Published: 2026-04-16
2026.04.16
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Segment-Level Coherence for Robust Harmful Intent Probing in LLMs

Authors: Xuanli He, Bilgehan Sel, Faizan Ali, Jenny Bao, Hoagy Cunningham, Jerry Wei | Published: 2026-04-16
2026.04.16
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AIエージェント間の連携に関する脅威

本記事では、OWASP Foundationによる「OWASP Top 10 for Agentic Applications 2026 」に記載されている脅威やその対策について最新の研究動向を交えながら解説します。特に、本記事では AIエージェント間の連携に関連する2つの脅威を扱います。
2026.04.15 2026.05.13
専門家向け解説記事

SafeHarness: Lifecycle-Integrated Security Architecture for LLM-based Agent Deployment

Authors: Xixun Lin, Yang Liu, Yancheng Chen, Yongxuan Wu, Yucheng Ning, Yilong Liu, Nan Sun, Shun Zhang, Bin Chong, Chuan Zhou, Yanan Cao, Li Guo | Published: 2026-04-15
2026.04.15
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LogicEval: A Systematic Framework for Evaluating Automated Repair Techniques for Logical Vulnerabilities in Real-World Software

Authors: Syed Md Mukit Rashid, Abdullah Al Ishtiaq, Kai Tu, Yilu Dong, Tianwei Wu, Ali Ranjbar, Tianchang Yang, Najrin Sultana, Shagufta Mehnaz, Syed Rafiul Hussain | Published: 2026-04-14
2026.04.14
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