StepGuard: Learning Step-Level Guardrails with Scalable Supervision and Safety-Utility Balancing
Authors: Zhijie Zheng, Yu Li, Chen Qian, Yuqian Fu, Yanwei Fu, Lu Sheng, Jing Shao, Dongrui Liu | Published: 2026-08-25
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FraudBench: Protocol-Sensitive Benchmarking of Adversarial Robustness for Financial Risk Assessment
Authors: Xitong Zeng, Zhaoge Bi, Yitian Yang, Huaming Chen, Quan Z. Sheng | Published: 2026-08-25
SeriCrypt: An LLM-Driven Context-Aware Serialization Framework for Cryptographic Protocols
Authors: Maosong Chen, Xi Chen, Mengcheng Ju, Dongliang Zhao, Chunxiang Gu | Published: 2026-08-25
Defending Network Intrusion Detection Systems Based on Graph Neural Networks Against Structural Adversarial Attacks
Authors: Dimitri Galli, Andrea Venturi, Dario Stabili, Mauro Andreolini, Mirco Marchetti | Published: 2026-08-25
Not All Tokens Are Equal: Region-Aware Consistency Repair of Backdoors in MLLMs
Authors: Jiali Wei, Ming Fan, Mingkun Zhang, Haoyu Wang, Jun Sun, Guoheng Sun, Xiaoning Ren, Haijun Wang, Ting Liu | Published: 2026-08-25
Towards LLM-Enhanced Android Taint Analysis
Authors: Nicholas Miazzo, Marco Alecci, Jordan Samhi, Jacques Klein, Eleonora Losiouk | Published: 2026-08-25
TRACE: An Evidence-Grounded Benchmark for Safety Evaluation of Large Reasoning Models
Authors: Zhenyu Wu, Siyuan Chen, Changchun Yang, Jiaqi Dong, Min Zhou, Ali Almadan, Talal Hammad, Faisal Wahbo, Aminullah Tora, Mona Alshahrani, Xin Gao | Published: 2026-08-25
AgentWorld: Personality-Aware Reliability Evaluation for Agentic Information Retrieval
Authors: Gunja Agarwal, Arup Kumar Das, Arun Menon, Jitesh Chandra Mishra, Vignesh Divakaran | Published: 2026-08-25
Poisoning Agentic Alpha: Adversarial Vulnerabilities Across Roles and Architectures in Multi-Agent Trading Systems
Authors: CheolWon Na, Hao Ni, Lukasz Szpruch, Zhangyang Wang, Dhagash Mehta, Saurabh Nagrecha, Alejandro Lopez-Lira, Chanyeol Choi, Yongjae Lee, Jee-Hyong Lee | Published: 2026-08-25
What Guides the Agent? Adjudicating Unauthorized Behavior via Localizing Behavior-Guiding Instructions
Authors: Yichao Gao, Yumo Zhang, Yunhao Yao, Haohua Du, Puhan Luo, Ruiqi Li, Zhiqiang Wang | Published: 2026-08-25