CodeSentinel: A Three-Layer Defense Against Indirect Prompt Injection in Code Contexts

Authors: Po-Han Cheng, Chia-Mu Yu, Ying-Dar Lin, Yu-Sung Wu, Wei-Bin Lee | Published: 2026-06-17

Generalised Eigenvalue Geometry of Semantic Adversarial Attacks

Authors: Martin Anthony, Kaveh Salehzadeh Nobari | Published: 2026-06-17

Beyond Safe Data: Pretraining-Stage Alignment with Regular Safety Reflection

Authors: Jinhan Li, Kexian Tang, Yihan Xu, Zhuorui Ye, Kaifeng Lyu | Published: 2026-06-17

OpenAnt: LLM-Powered Vulnerability Discovery Through Code Decomposition, Adversarial Verification, and Dynamic Testing

Authors: Nahum Korda, Gadi Evron | Published: 2026-06-17

Giskard : Byzantine Robust and Confidential Aggregation for Large-Scale Decentralized Learning

Authors: Ousmane Touat, César Sabater, Mohamed Maouche, Sonia Ben Mokhtar | Published: 2026-06-17

PYPILINE: Malicious PyPI Package Detection via Suspicious API Knowledge and Agent Workflow

Authors: Siyuan Pang, Zhengwei Jiang, Yepeng Yao, Zijing Fan, Haozhe Li, Baoxu Liu | Published: 2026-06-17

Lifecycle-Aware Dynamic Analysis for Secure ML Model Execution

Authors: Gabriele Digregorio, Marco Di Gennaro, Francesco Pastore, Stefano Zanero, Stefano Longari, Michele Carminati | Published: 2026-06-17

TRAP: Benchmark for Task-completion and Resistance to Active Privacy-extraction

Authors: Moon Ye-Bin, Nam Hyeon-Woo, Baek Seong-Eun, Yejin Yeo, Tae-Hyun Oh | Published: 2026-06-17

Image Prompt Reconstruction Attacks on Distributed MLLM Inference Frameworks

Authors: Xinjian Luo, Hongyan Chang, Jianxin Wei, Yuncheng Wu, Xiaofeng Gao, Meikang Qiu, Ting Yu, Xue Liu | Published: 2026-06-17

Understanding and Mitigating Prompt Leaking Attacks in Real-World LLM-Based Applications

Authors: Yong Yang, Chong Fu, Tong Zhang, Rui Zeng, Qingming Li, Tianyu Du, Zonghui Wang, Shouling Ji, Wenzhi Chen | Published: 2026-06-17