HoGS: Homophily-Oriented Graph Synthesis for Local Differentially Private GNN Training
Authors: Wen Xu, Zhetao Li, Yong Xiao, Pengpeng Qiao, Mianxiong Dong, Kaoru Ota | Published: 2026-02-09
敵対的学習
Adaptive and Robust Cost-Aware Proof of Quality for Decentralized LLM Inference Networks
Authors: Arther Tian, Alex Ding, Frank Chen, Simon Wu, Aaron Chan | Published: 2026-01-29
RvB: Automating AI System Hardening via Iterative Red-Blue Games
Authors: Lige Huang, Zicheng Liu, Jie Zhang, Lewen Yan, Dongrui Liu, Jing Shao | Published: 2026-01-27
On damage of interpolation to adversarial robustness in regression
Authors: Jingfu Peng, Yuhong Yang | Published: 2026-01-22
APT-CGLP: Advanced Persistent Threat Hunting via Contrastive Graph-Language Pre-Training
Authors: Xuebo Qiu, Mingqi Lv, Yimei Zhang, Tieming Chen, Tiantian Zhu, Qijie Song, Shouling Ji | Published: 2025-11-25
Critical Evaluation of Quantum Machine Learning for Adversarial Robustness
Authors: Saeefa Rubaiyet Nowmi, Jesus Lopez, Md Mahmudul Alam Imon, Shahrooz Pouryouse, Mohammad Saidur Rahman | Published: 2025-11-19
Adversarially Robust and Interpretable Magecart Malware Detection
Authors: Pedro Pereira, José Gouveia, João Vitorino, Eva Maia, Isabel Praça | Published: 2025-11-06
Adversarial Robustness in One-Stage Learning-to-Defer
Authors: Yannis Montreuil, Letian Yu, Axel Carlier, Lai Xing Ng, Wei Tsang Ooi | Published: 2025-10-13
Neutral Agent-based Adversarial Policy Learning against Deep Reinforcement Learning in Multi-party Open Systems
Authors: Qizhou Peng, Yang Zheng, Yu Wen, Yanna Wu, Yingying Du | Published: 2025-10-13
Evaluating the Robustness of a Production Malware Detection System to Transferable Adversarial Attacks
Authors: Milad Nasr, Yanick Fratantonio, Luca Invernizzi, Ange Albertini, Loua Farah, Alex Petit-Bianco, Andreas Terzis, Kurt Thomas, Elie Bursztein, Nicholas Carlini | Published: 2025-10-02