长期从事机器学习、文本数据挖掘等领域的研究，已在著名国际学术会议ICML、AAAI、ACL、MM、CIKM、IJCAI、SDM等、以及著名国际期刊TKDE、TIP、TOIS、TMM、TCYB、PR、IF等发表70余篇学术论文。 已承担的科研项目包括：国家科技重大专项课题、国家自然科学基金重点项目、面上项目、北京市自然基金面上项目、装备预研、国家242信息安全专项等20余项课题。项目主要研究基于多智能体协同的夸模态敏感信息检测、特定领域知识图谱、垂直领域大模型训练、多模态大大模型威胁定位于实时修复等。研究成果获北京市科技进步二等奖1项、中国商业联合会科技进步一等奖2项，并在多个部门得到广泛应用。 近年主要论文： (1) Ziyi Zhou, Xioaming Zhang, Hui Pang, et al., Reasoning through Evolution: Automatic Meta-path Discovery for LLM-based Fake News Detection. In proceedings of ACM MM 2026. (2) Dezhuang Miao, Xiaoming Zhang, Bo Zhang, Yibin Du, Xiang Li, Ruilin Zeng, Yirui Qi. LLM-MatLogic: Executable Exchange Contracts for Knowledge-Graph Query Answering with Scoped Negation. In Proceedings of ICML 2026. (3) Bingyu Yan, Xiaoming Zhang, Jinyu Hou, Chaozhuo Li, Ziyi Zhou,Yiming Hei, Litian Zhang. Evo-Attacker: Memory-Augmented Reinforcement Learning for Long-Horizon Tool Attacks on LLM-MAS. In proceedings of the 64th Annual Meeting of the Association for Computational Linguistics (ACL 2026). (4) Yirui Qi1*, Xiaoming Zhang1†, Ruilin Zeng1, Mengyao Liu1,Ziyi Zhou1, Dezhuang Miao1, Bingyu Yan1, Zhenyu Guan. Beyond Static Persona Consistency: Dynamic Persona Coherence in LLM Role-Playing. In proceedings of the 64th Annual Meeting of the Association for Computational Linguistics (ACL 2026). (5) Bingyu Yan, Xiaoming Zhang, Ziyi Zhou, Chaozhuo Li, Ruilin Zeng, Yirui Qi, Tianbo Wang, Litian Zhang. Attack the Messages, Not the Agents: A Multi-round Adaptive Stealthy Tampering Framework for LLM-MAS. In proceedings of AAAI 2026. (6) Z Zhou, X Zhang, L Zhang, et al., FineFake: A knowledge-enriched dataset for fine-grained multi-domain fake news detection, Information Fusion, 132, 2026, 104253. (7) X Li, X Zhang, D Miao, X Cheng, D Li, H Han, Z Li, Mixture of disentangled experts with missing modalities for robust multimodal sentiment analysis, Information Fusion, Volume 135, 2026, 104495, . (8) Litian Zhang, Xiaoming Zhang, Ziyi Zhou, Xi Zhang, Senzhang Wang, Philip S. Yu, Chaozhuo Li. Early Detection of Multimodal Fake News via Reinforced Propagation Path Generation. IEEE Trans. Knowl. Data Eng. 37(2): 613-625 (2025) (9) Litian Zhang, Xiaoming Zhang, Ziyi Zhou, Xi Zhang, Philip S. Yu, Chaozhuo Li: Knowledge-aware multimodal pre-training for fake news detection. Inf. Fusion 114: 102715 (2025) (10) Ziyi Zhou, Xiaoming Zhang, Shenghan Tan, Litian Zhang, Chaozhuo Li. Collaborative Evolution:Multi-Round Learning between Largeand Small Language Models for Emergent Fake News Detection. AAAI 2025. (11) Xiang Li, Haijun Zhang, Zhiqiang Dong, Xianfu Cheng, Yun Liu, Xiaoming Zhang: Learning fine-grained representation with token-level alignment for multimodal sentiment analysis. Expert Syst. Appl. 269: 126274 (2025) (12) Litian Zhang, Xiaoming Zhang, Ziyi Zhou, Xi Zhang, Philip S. Yu, Chaozhuo Li: Knowledge-aware multimodal pre-training for fake news detection. Inf. Fusion 114: 102715 (2025) (13) Bo Zhang, Xiaoming Zhang, Zhibo Zhou, Yun Liu, Yancong Li, Feiran Huang: Moment matching of joint distributions for unsupervised domain adaptation. Inf. Process. Manag. 62(1): 103944 (2025) (14) Litian Zhang, Xiaoming Zhang, Ziyi Zhou, Xi Zhang, Senzhang Wang, Philip S. Yu, Chaozhuo Li: Early Detection of Multimodal Fake News via Reinforced Propagation Path Generation. IEEE Trans. Knowl. Data Eng. 37(2): 613-625 (2025) (15) Litian Zhang and Xiaoming Zhang and Chaozhuo Li and Ziyi Zhou and Jiacheng Liu and Feiran Huang and Xi Zhang, Mitigating Social Hazards: Early Detection of Fake News via Diffusion-Guided Propagation Path Generation, Proceedings of the 32nd ACM International Conference on Multimedia, 2024. (16) Yancong Li, Xiaoming Zhang, Ying Cui, Shuai Ma.Hyperbolic Graph Neural Network for Temporal Knowledge Graph Completion. In proceedings of COLING2024. (17) Zhipeng Liu,Xiaoming Zhang, Litian Zhang, Zelong Yu. MDS:A Fine-Grained Dataset for Multi-Modal Dialogue Summarization.In proceedings of COLING2024. (18) Litian Zhang, Xiaoming Zhang, Linfeng Han, Ziyi Zhou, Feiran Huang, Chaozhuo Li. Reinforced Adaptive Knowledge Learning for Multiodal Fake News Detection. In proceedings of AAAI2024. (19) Bo Zhang, Xiaoming Zhang*, Feiran Huang, Ming Lu, Shuai Ma. Deep Kernel Network Embedding. IEEE Transactions on Knowledge and Data Engineering, 2023. (20) Litian Zhang, Xiaoming Zhang, Ziming Guo, Zhipeng Liu. CISum: Learning Cross‑modality Interaction to Enhance Multimodal Semantic Coverage for Multimodal Summarization. In Proceedings of the 2023 SIAM International Conference on Data Mining (SDM), 2023. (21) Litian zhang, Xiaoming Zhang*, Junshu Pan, Feiran Huang. Hierarchical Cross-Modality Semantic Correlation Learning Model for Multimodal Summarization. In proc of AAAI2022. (22) Yancong Li, Xiaoming Zhang, Bo Zhang, Haiying Ren. Each Snapshot to Each Space: Space Adaptation for Temporal Knowledge Graph Completion[C]. In Proceedings of International Semantic Web Conference (ISWC, candidate best paper), 2022. (23) Yun Liu, Xiaoming Zhang, Feiran Huang, Bo Zhang and Zhoujun. Li. Cross-Attentional Spatio-Temporal Semantic Graph Networks for Video Question Answering. IEEE Transactions on Image Processing, vol. 31, pp. 1684-1696, 2022. (24) Bo Zhang, Xiaoming Zhang*,Yun Liu, Lei Cheng, Zhoujun Li. Matching Distributions between Model and Data: Cross-domain Knowledge Distillation for Unsupervised Domain Adaptation. In Proceeding of the 59th Annual Meeting of the Association for Computational Linguistics (ACL), 2021. (25) Liu Y, Zhang X , Zhang Q , et al. Dual Self-Attention with Co-Attention Networks for Visual Question Answering[J]. Pattern Recognition, 2021(2):107956. (26) Feiran Huang, Xiaoming Zhang*, Jie Xu, Zhonghua Zhao, Zhoujun Li: Multi-modal Learning of Social Image Representation By Exploiting Social Relations[J]. IEEE Trans. Cybernetics, 2021. (27) Bo Zhang, Xiaoming Zhang*, Lei Cheng. Discriminative Feature Adaptation via Conditional Mean Discrepancy for Cross-domain Text Classification. In proceedings of DASFAA2021. (28) Yun Liu，Xiaoming Zhang*, et al. Visual Question Answering via Combining Inferential Attention and Semantic Space Mapping. 10.1016/j.knosys.2020.106339, Knowledge-Based Systems, 1-12. (29) Yun Liu，Xiaoming Zhang*, et al. ALSA: Adversarial Learning of Supervised Attentions for Visual Question Answering. 10.1109/TCYB.2020.3029423,IEEE TRANSACTIONS ON CYBERNETICS, 1-14. (30) Yun Liu, Xiaoming Zhang*, Feiran Huang, Lei Cheng, Zhoujun Li. Adversarial Learning With Multi-Modal Attention for Visual Question Answering. IEEE Transactions on Neural Networks and Learning Systems. 2020. PP. 1-15. 10.1109/TNNLS.2020.3016083. (31) Bo Zhang, Xiaoming Zhang*. Hierarchy Response Learning for Neural Conversation Generation. Proceedings of the 2019 Conference on Empirical Methods in Natural Language Processing (EMNLP), 1772--1781. |
