PINA: Prompt Injection Attack against Navigation Agents
Authors: Jiani Liu, Yixin He, Lanlan Fan, Qidi Zhong, Yushi Cheng, Meng Zhang, Yanjiao Chen, Wenyuan Xu | Published: 2026-01-20
Performance Evaluation
Automatic Adjustment of HPA Parameters and Attack Prevention in Kubernetes Using Random Forests
Authors: Hanlin Zhou, Huah Yong Chan, Jingfei Ni, Mengchun Wu, Qing Deng | Published: 2026-01-20
Privacy Enhanced PEFT: Tensor Train Decomposition Improves Privacy Utility Tradeoffs under DP-SGD
Authors: Pradip Kunwar, Minh Vu, Maanak Gupta, Manish Bhattarai | Published: 2026-01-15
Evaluating Implicit Regulatory Compliance in LLM Tool Invocation via Logic-Guided Synthesis
Authors: Da Song, Yuheng Huang, Boqi Chen, Tianshuo Cong, Randy Goebel, Lei Ma, Foutse Khomh | Published: 2026-01-13
A Protocol-Aware P4 Pipeline for MQTT Security and Anomaly Mitigation in Edge IoT Systems
Authors: Bui Ngoc Thanh Binh, Pham Hoai Luan, Le Vu Trung Duong, Vu Tuan Hai, Yasuhiko Nakashima | Published: 2026-01-12
Memory-Based Malware Detection under Limited Data Conditions: A Comparative Evaluation of TabPFN and Ensemble Models
Authors: Valentin Leroy, Shuvalaxmi Dass, Sharif Ullah | Published: 2026-01-12
Defenses Against Prompt Attacks Learn Surface Heuristics
Authors: Shawn Li, Chenxiao Yu, Zhiyu Ni, Hao Li, Charith Peris, Chaowei Xiao, Yue Zhao | Published: 2026-01-12
Enhancing Cloud Network Resilience via a Robust LLM-Empowered Multi-Agent Reinforcement Learning Framework
Authors: Yixiao Peng, Hao Hu, Feiyang Li, Xinye Cao, Yingchang Jiang, Jipeng Tang, Guoshun Nan, Yuling Liu | Published: 2026-01-12
An Efficient Gradient-Based Inference Attack for Federated Learning
Authors: Pablo Montaña-Fernández, Ines Ortega-Fernandez | Published: 2025-12-17
SeBERTis: A Framework for Producing Classifiers of Security-Related Issue Reports
Authors: Sogol Masoumzadeh, Yufei Li, Shane McIntosh, Dániel Varró, Lili Wei | Published: 2025-12-17