Reasoning as a Double-Edged Sword: Architecture and Cross-Stage Robustness in Vision-Language-Action Models
Authors: Tuan Duong Trinh, Naveed Akhtar, Basim Azam | Published: 2026-07-20
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Dynamic Defense Profiling Enables Cognitive Jailbreak of Text-to-Image Models
Authors: Dongdong Yang, Deyue Zhang, Zhao Liu, Zonghao Ying, Wenzhuo Xu, Jiankai Jin, Xiangzheng Zhang, Quanchen Zou | Published: 2026-07-20
Detection, Attribution, Narration: An End-to-End Pipeline for Explainable Money Mule Identification
Authors: Yuge Zhang, Yuanxing Zhang, Yichao Jin, Khairul Amsyar Mohd Razis, Nicholas Qi An Choo, Kai Yin Anders Wong, Xinyan Tang, Kenneth Zhu Ke, Wee Keong Dennis Lee, Jingyuan Zhao | Published: 2026-07-20
(A)iSpy: Parasitic Trojans for Machine Learning Infrastructure
Authors: Habibur Rahaman, Qipan Xu, Zafaryab Haider, Prabuddha Chakraborty, Swarup Bhunia, Fnu Suya | Published: 2026-07-20
DecoyFace: Beyond Obfuscation via Controllable and Imperceptible Identity Misdirection for Privacy-Preserving Face Recognition
Authors: Zhihan Ren, Lijun He, Xinyao Wang, Xinzhu Fu, Fan Li | Published: 2026-07-20
Pretraining Data Can Be Poisoned through Computational Propaganda
Authors: Victoria Graf, Hannaneh Hajishirzi, Noah A. Smith, David Kohlbrenner, Kyle Lo | Published: 2026-07-16
Beyond Success Rate: Cost-Aware Evaluation of Offensive and Defensive Security Agents
Authors: Paul Kassianik, Blaine Nelson, Yaron Singer | Published: 2026-07-16
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