CyberSOCEval: Benchmarking LLMs Capabilities for Malware Analysis and Threat Intelligence Reasoning

Authors: Lauren Deason, Adam Bali, Ciprian Bejean, Diana Bolocan, James Crnkovich, Ioana Croitoru, Krishna Durai, Chase Midler, Calin Miron, David Molnar, Brad Moon, Bruno Ostarcevic, Alberto Peltea, Matt Rosenberg, Catalin Sandu, Arthur Saputkin, Sagar Shah, Daniel Stan, Ernest Szocs, Shengye Wan, Spencer Whitman, Sven Krasser, Joshua Saxe | Published: 2025-09-24
2025.09.24
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AIは“だまし絵”に弱い？敵対的サンプルとその対策：敵対的学習

AIは私たちの生活のさまざまな場面で使われていますが、実はちょっとした“だまし絵”に引っかかってしまうことがあります。人間には気づきにくいけれど、AIが間違えやすいように細工された“だまし絵”のようなデータを「敵対的サンプル」と呼びます。
2025.09.24
一般読者向け解説記事

Adversarial Defense in Cybersecurity: A Systematic Review of GANs for Threat Detection and Mitigation

Authors: Tharcisse Ndayipfukamiye, Jianguo Ding, Doreen Sebastian Sarwatt, Adamu Gaston Philipo, Huansheng Ning | Published: 2025-09-24 | Updated: 2025-09-30
2025.09.24
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bi-GRPO: Bidirectional Optimization for Jailbreak Backdoor Injection on LLMs

Authors: Wence Ji, Jiancan Wu, Aiying Li, Shuyi Zhang, Junkang Wu, An Zhang, Xiang Wang, Xiangnan He | Published: 2025-09-24
2025.09.24
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Unmasking Fake Careers: Detecting Machine-Generated Career Trajectories via Multi-layer Heterogeneous Graphs

Authors: Michiharu Yamashita, Thanh Tran, Delvin Ce Zhang, Dongwon Lee | Published: 2025-09-24
2025.09.24
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Defending against Stegomalware in Deep Neural Networks with Permutation Symmetry

Authors: Birk Torpmann-Hagen, Michael A. Riegler, Pål Halvorsen, Dag Johansen | Published: 2025-09-23 | Updated: 2025-10-15
2025.09.23
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LLMs as verification oracles for Solidity

Authors: Massimo Bartoletti, Enrico Lipparini, Livio Pompianu | Published: 2025-09-23
2025.09.23
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LLM-based Vulnerability Discovery through the Lens of Code Metrics

Authors: Felix Weissberg, Lukas Pirch, Erik Imgrund, Jonas Möller, Thorsten Eisenhofer, Konrad Rieck | Published: 2025-09-23
2025.09.23
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Confidential LLM Inference: Performance and Cost Across CPU and GPU TEEs

Authors: Marcin Chrapek, Marcin Copik, Etienne Mettaz, Torsten Hoefler | Published: 2025-09-23
2025.09.23
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Detection of security smells in IaC scripts through semantics-aware code and language processing

Authors: Aicha War, Adnan A. Rawass, Abdoul K. Kabore, Jordan Samhi, Jacques Klein, Tegawende F. Bissyande | Published: 2025-09-23
2025.09.23
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