Hierarchical Cross-Modality Semantic Correlation Learning Model for Multimodal Summarization. - Litian Zhang; Xiaoming Zhang 001; Junshu Pan; Feiran Huang (CoRR, 2021)

Hierarchical Cross-Modality Semantic Correlation Learning Model for Multimodal Summarization. - Litian Zhang; Xiaoming Zhang 001; Junshu Pan (AAAI, 2022)

CISum: Learning Cross-modality Interaction to Enhance Multimodal Semantic Coverage for Multimodal Summarization. - Litian Zhang; Xiaoming Zhang 001; Ziming Guo; Zhipeng Liu (SDM, 2023)

Unveiling hierarchical relationships for social image representation learning. - Linfeng Han; Xiaoming Zhang 001; Litian Zhang; Ming Lu; Feiran Huang; Yun Liu 017 (Appl. Soft Comput., 2023)

Reinforced Adaptive Knowledge Learning for Multimodal Fake News Detection. - Litian Zhang; Xiaoming Zhang 001; Ziyi Zhou; Feiran Huang; Chaozhuo Li (AAAI, 2024)

MDS: A Fine-Grained Dataset for Multi-Modal Dialogue Summarization. - Zhipeng Liu; Xiaoming Zhang; Litian Zhang; Zelong Yu (LREC/COLING, 2024)

BaitAttack: Alleviating Intention Shift in Jailbreak Attacks via Adaptive Bait Crafting. - Rui Pu; Chaozhuo Li; Rui Ha; Litian Zhang; Lirong Qiu; Xi Zhang 008 (EMNLP, 2024)

Mitigating Social Hazards: Early Detection of Fake News via Diffusion-Guided Propagation Path Generation. - Litian Zhang; Xiaoming Zhang 001; Chaozhuo Li; Ziyi Zhou; Jiacheng Liu; Feiran Huang; Xi Zhang 008 (ACM Multimedia, 2024)

FineFake: A Knowledge-Enriched Dataset for Fine-Grained Multi-Domain Fake News Detection. - Ziyi Zhou; Xiaoming Zhang 001; Litian Zhang; Jiacheng Liu; Xi Zhang 008; Chaozhuo Li (CoRR, 2024)

Feint and Attack: Attention-Based Strategies for Jailbreaking and Protecting LLMs. - Rui Pu; Chaozhuo Li; Rui Ha; Zejian Chen; Litian Zhang; Zheng Liu 011; Lirong Qiu; Xi Zhang 008 (CoRR, 2024)

HNCSE: Advancing Sentence Embeddings via Hybrid Contrastive Learning with Hard Negatives. - Wenxiao Liu; Zihong Yang; Chaozhuo Li; Zijin Hong; Jianfeng Ma; Zhiquan Liu; Litian Zhang; Feiran Huang (CoRR, 2024)

Multi-task Hierarchical Heterogeneous Fusion Framework for multimodal summarization. - Litian Zhang; Xiaoming Zhang; Linfeng Han; Zelong Yu; Yun Liu; Zhoujun Li (Inf. Process. Manag., 2024)

Beyond Text: Fine-Grained Multi-Modal Fact Verification with Hypergraph Transformers. - Hui Pang; Chaozhuo Li; Litian Zhang; Senzhang Wang; Xi Zhang 008 (AAAI, 2025)

MRR-FV: Unlocking Complex Fact Verification with Multi-Hop Retrieval and Reasoning. - Liwen Zheng; Chaozhuo Li; Litian Zhang; Haoran Jia; Senzhang Wang; Zheng Liu 011; Xi Zhang 008 (AAAI, 2025)

Collaborative Evolution: Multi-Round Learning Between Large and Small Language Models for Emergent Fake News Detection. - Ziyi Zhou; Xiaoming Zhang 001; Shenghan Tan; Litian Zhang; Chaozhuo Li (AAAI, 2025)

Ghidorah: Towards Robust Multi-Scale Information Diffusion Prediction via Test-Time Training. - Wenting Zhu; Chaozhuo Li; Litian Zhang; Senzhang Wang; Xi Zhang 008 (AAAI, 2025)

ModalSync: Synchronizing User Behavior with Multimodal Features for Multimodal Pre-training Recommendation. - Shiqin Liu; Chaozhuo Li; Minjun Zhao; Litian Zhang; Jiajun Bu (WWW (Companion Volume), 2025)

Contrastive learning with hard negatives for sentence embeddings. - Wenxiao Liu; Zihong Yang; Chaozhuo Li; Zijin Hong; Jianfeng Ma; Zhiquan Liu; Litian Zhang; Feiran Huang (Appl. Soft Comput., 2025)

Beyond entity alignment: Towards complete knowledge graph alignment via entity-relation synergy. - Xiaohan Fang; Chaozhuo Li; Yi Zhao; Qian Zang; Litian Zhang; Jiquan Peng; Xi Zhang 008; Jibing Gong (Expert Syst. Appl., 2025)

Knowledge-aware multimodal pre-training for fake news detection. - Litian Zhang; Xiaoming Zhang 001; Ziyi Zhou; Xi Zhang 008; Philip S. Yu; Chaozhuo Li (Inf. Fusion, 2025)

Heterogeneous network intrusion detection via domain adaptation in IoT environment. - Jun Zhang; Yao Li; Litian Zhang (Internet Technol. Lett., 2025)

Privacy-Preserving Image Retrieval in Cloud Computing via Adaptive Secret Keys and Self-Supervised Block-Augmented Pretraining. - Qihua Feng; Zhixun Lu; Litian Zhang; Chaozhuo Li; Feiran Huang; Jian Weng 001; Philip S. Yu (IEEE Trans. Serv. Comput., 2025)

Beyond Self-Talk: A Communication-Centric Survey of LLM-Based Multi-Agent Systems. - Bingyu Yan; Xiaoming Zhang; Litian Zhang; Lian Zhang; Ziyi Zhou; Dezhuang Miao; Chaozhuo Li (CoRR, 2025)

Early Detection of Multimodal Fake News via Reinforced Propagation Path Generation. - Litian Zhang; Xiaoming Zhang 001; Ziyi Zhou; Xi Zhang 008; Senzhang Wang; Philip S. Yu; Chaozhuo Li (IEEE Trans. Knowl. Data Eng., 2025)

MirrorGuard: Adaptive Defense Against Jailbreaks via Entropy-Guided Mirror Crafting. - Rui Pu; Chaozhuo Li; Rui Ha; Litian Zhang; Lirong Qiu; Xi Zhang 008 (CoRR, 2025)

Lifelong Evolution: Collaborative Learning between Large and Small Language Models for Continuous Emergent Fake News Detection. - Ziyi Zhou; Xiaoming Zhang; Litian Zhang; Yibo Zhang; Zhenyu Guan; Chaozhuo Li; Philip S. Yu (CoRR, 2025)

Diffusion with a Linguistic Compass: Steering the Generation of Clinically Plausible Future sMRI Representations for Early MCI Conversion Prediction. - Zhihao Tang 002; Chaozhuo Li; Litian Zhang; Xi Zhang 008 (CoRR, 2025)

Two Birds with One Stone: Improving Factuality and Faithfulness of LLMs via Dynamic Interactive Subspace Editing. - Pengbo Wang; Chaozhuo Li; Chenxu Wang; Liwen Zheng; Litian Zhang; Xi Zhang 008 (CoRR, 2025)

The Scales of Justitia: A Comprehensive Survey on Safety Evaluation of LLMs. - Songyang Liu; Chaozhuo Li; Jiameng Qiu; Xi Zhang 008; Feiran Huang; Litian Zhang; Yiming Hei; Philip S. Yu (CoRR, 2025)

Loki's Dance of Illusions: A Comprehensive Survey of Hallucination in Large Language Models. - Chaozhuo Li; Pengbo Wang; Chenxu Wang; Litian Zhang; Zheng Liu 011; Qiwei Ye; Yuanbo Xu; Feiran Huang; Xi Zhang 008; Philip S. Yu (CoRR, 2025)

LLMs are Introvert. - Litian Zhang; Xiaoming Zhang; Bingyu Yan; Ziyi Zhou; Bo Zhang; Zhenyu Guan; Xi Zhang 008; Chaozhuo Li (CoRR, 2025)

Beyond Surface-Level Detection: Towards Cognitive-Driven Defense Against Jailbreak Attacks via Meta-Operations Reasoning. - Rui Pu; Chaozhuo Li; Rui Ha; Litian Zhang; Lirong Qiu; Xi Zhang 008 (CoRR, 2025)

Attack the Messages, Not the Agents: A Multi-round Adaptive Stealthy Tampering Framework for LLM-MAS. - Bingyu Yan; Ziyi Zhou; Xiaoming Zhang; Chaozhuo Li; Ruilin Zeng; Yirui Qi; Tianbo Wang; Litian Zhang (CoRR, 2025)