HDRS: A Hybrid Reputation System With Dynamic Update Interval for Detecting Malicious Vehicles in VANETs. - Xuejiao Liu 002; Oubo Ma; Wei Chen 147; Yingjie Xia; Yuxuan Zhou (IEEE Trans. Intell. Transp. Syst., 2022)

Text Laundering: Mitigating Malicious Features Through Knowledge Distillation of Large Foundation Models. - Yi Jiang; Chenghui Shi; Oubo Ma; Youliang Tian; Shouling Ji (Inscrypt (2), 2023)

ABM-V: An Adaptive Backoff Mechanism for Mitigating Broadcast Storm in VANETs. - Oubo Ma; Xuejiao Liu 002; Yingjie Xia (IEEE Trans. Veh. Technol., 2023)

RLID-V: Reinforcement Learning-Based Information Dissemination Policy Generation in VANETs. - Yingjie Xia; Xuejiao Liu 002; Jing Ou; Oubo Ma (IEEE Trans. Intell. Transp. Syst., 2023)

SUB-PLAY: Adversarial Policies against Partially Observed Multi-Agent Reinforcement Learning Systems. - Oubo Ma; Yuwen Pu; Linkang Du; Yang Dai; Ruo Wang; Xiaolei Liu 001; Yingcai Wu; Shouling Ji (CCS, 2024)

Is Mamba Compatible with Trajectory Optimization in Offline Reinforcement Learning? - Yang Dai; Oubo Ma; Longfei Zhang; Xingxing Liang; Shengchao Hu; Mengzhu Wang; Shouling Ji; Jincai Huang 001; Li Shen 008 (NeurIPS, 2024)

SUB-PLAY: Adversarial Policies against Partially Observed Multi-Agent Reinforcement Learning Systems. - Oubo Ma; Yuwen Pu; Linkang Du; Yang Dai; Ruo Wang; Xiaolei Liu; Yingcai Wu; Shouling Ji (CoRR, 2024)

UNIDOOR: A Universal Framework for Action-Level Backdoor Attacks in Deep Reinforcement Learning. - Oubo Ma; Linkang Du; Yang Dai; Chunyi Zhou; Qingming Li; Yuwen Pu; Shouling Ji (CoRR, 2025)

Reformulation is All You Need: Addressing Malicious Text Features in DNNs. - Yi Jiang; Oubo Ma; Yong Yang; Tong Zhang; Shouling Ji (CoRR, 2025)

TrojanTO: Action-Level Backdoor Attacks against Trajectory Optimization Models. - Yang Dai; Oubo Ma; Longfei Zhang; Xingxing Liang; Xiaochun Cao; Shouling Ji; Jiaheng Zhang; Jin-Cai Huang 001; Li Shen 008 (CoRR, 2025)