IB-M: A Flexible Framework to Align an Interpretable Model and a Black-box Model. - Mengze Li 001; Kun Kuang; Qiang Zhu; Xiaohong Chen; Qing Guo; Fei Wu 001 (BIBM, 2020)

A network-based four-phase routing approach of multisource design change propagation on complex products. - Na Zhang; Mengze Li 001; Haibing Ren; Yupeng Li (Kybernetes, 2021)

End-to-End Modeling via Information Tree for One-Shot Natural Language Spatial Video Grounding. - Mengze Li 001; Tianbao Wang; Haoyu Zhang; Shengyu Zhang 001; Zhou Zhao 001; Jiaxu Miao; Wenqiao Zhang; Wenming Tan; Jin Wang; Peng Wang; Shiliang Pu; Fei Wu 001 (ACL (1), 2022)

HERO: HiErarchical spatio-tempoRal reasOning with Contrastive Action Correspondence for End-to-End Video Object Grounding. - Mengze Li 001; Tianbao Wang; Haoyu Zhang; Shengyu Zhang 001; Zhou Zhao 001; Wenqiao Zhang; Jiaxu Miao; Shiliang Pu; Fei Wu 001 (ACM Multimedia, 2022)

Attribute-aware interpretation learning for thyroid ultrasound diagnosis. - Ming Kong; Qing Guo; Shuowen Zhou; Mengze Li 001; Kun Kuang; Zhengxing Huang; Fei Wu 001; Xiaohong Chen; Qiang Zhu (Artif. Intell. Medicine, 2022)

BOSS: Bottom-up Cross-modal Semantic Composition with Hybrid Counterfactual Training for Robust Content-based Image Retrieval. - Wenqiao Zhang; Jiannan Guo 003; Mengze Li 001; Haochen Shi; Shengyu Zhang 001; Juncheng Li 006; Siliang Tang; Yueting Zhuang (CoRR, 2022)

Multi-modal Action Chain Abductive Reasoning. - Mengze Li 001; Tianbao Wang; Jiahe Xu 003; Kairong Han; Shengyu Zhang 001; Zhou Zhao 001; Jiaxu Miao; Wenqiao Zhang; Shiliang Pu; Fei Wu 001 (ACL (1), 2023)

Are Binary Annotations Sufficient? Video Moment Retrieval via Hierarchical Uncertainty-based Active Learning. - Wei Ji 008; Renjie Liang; Zhedong Zheng; Wenqiao Zhang; Shengyu Zhang 001; Juncheng Li 006; Mengze Li 001; Tat-Seng Chua (CVPR, 2023)

WINNER: Weakly-supervised hIerarchical decompositioN and aligNment for spatio-tEmporal video gRounding. - Mengze Li 001; Han Wang 019; Wenqiao Zhang; Jiaxu Miao; Zhou Zhao 001; Shengyu Zhang 001; Wei Ji 008; Fei Wu 001 (CVPR, 2023)

ART: rule bAsed futuRe-inference deducTion. - Mengze Li 001; Tianqi Zhao; Jionghao Bai; Baoyi He; Jiaxu Miao; Wei Ji 008; Zheqi Lv; Zhou Zhao 001; Shengyu Zhang 001; Wenqiao Zhang; Fei Wu 001 (EMNLP, 2023)

Gradient-Regulated Meta-Prompt Learning for Generalizable Vision-Language Models. - Juncheng Li 006; Minghe Gao; Longhui Wei; Siliang Tang; Wenqiao Zhang; Mengze Li 001; Wei Ji 008; Qi Tian 001; Tat-Seng Chua; Yueting Zhuang (ICCV, 2023)

Unsupervised Domain Adaptation for Video Object Grounding with Cascaded Debiasing Learning. - Mengze Li 001; Haoyu Zhang; Juncheng Li 006; Zhou Zhao 001; Wenqiao Zhang; Shengyu Zhang 001; Shiliang Pu; Yueting Zhuang; Fei Wu 001 (ACM Multimedia, 2023)

IDEAL: Toward High-efficiency Device-Cloud Collaborative and Dynamic Recommendation System. - Zheqi Lv; Zhengyu Chen 001; Shengyu Zhang 001; Kun Kuang; Wenqiao Zhang; Mengze Li 001; Beng Chin Ooi; Fei Wu 001 (CoRR, 2023)

Revisiting the Domain Shift and Sample Uncertainty in Multi-source Active Domain Transfer. - Wenqiao Zhang; Zheqi Lv; Hao Zhou; Jia-Wei Liu; Juncheng Li 006; Mengze Li 001; Siliang Tang; Yueting Zhuang (CoRR, 2023)

Panoptic Scene Graph Generation with Semantics-Prototype Learning. - Li Li 091; Wei Ji 008; Yiming Wu 005; Mengze Li 001; You Qin; Lina Wei; Roger Zimmermann (AAAI, 2024)

Cross-modal Observation Hypothesis Inference. - Mengze Li 001; Kairong Han; Jiahe Xu 003; Yueying Li; Tao Wu; Zhou Zhao 001; Jiaxu Miao; Shengyu Zhang 001; Jingyuan Chen (ACM Multimedia, 2024)

Semantic Alignment for Multimodal Large Language Models. - Tao Wu; Mengze Li 001; Jingyuan Chen; Wei Ji 008; Wang Lin; Jinyang Gao; Kun Kuang; Zhou Zhao 001; Fei Wu 001 (ACM Multimedia, 2024)

Hierarchical Debiasing and Noisy Correction for Cross-domain Video Tube Retrieval. - Jingqiao Xiu; Mengze Li 001; Wei Ji 008; Jingyuan Chen; Hanbin Zhao; Shin'ichi Satoh 001; Roger Zimmermann (ACM Multimedia, 2024)

Enabling Collaborative Clinical Diagnosis of Infectious Keratitis by Integrating Expert Knowledge and Interpretable Data-driven Intelligence. - Zhengqing Fang; Shuowen Zhou; Zhouhang Yuan; Yuxuan Si; Mengze Li 001; Jinxu Li; Yesheng Xu; Wenjia Xie; Kun Kuang; Yingming Li; Fei Wu 001; Yu-Feng Yao (CoRR, 2024)

Backpropogation-Free Multi-modal On-Device Model Adaptation via Cloud-Device Collaboration. - Wei Ji 008; Li Li 091; Zheqi Lv; Wenqiao Zhang; Mengze Li 001; Zhen Wan; Wenqiang Lei; Roger Zimmermann (CoRR, 2024)

Argumentation Computation with Large Language Models : A Benchmark Study. - Zhaoqun Li; Xiaotong Fang; Chen Chen; Mengze Li 001; Beishui Liao (CoRR, 2024)

Transferring Causal Mechanism over Meta-representations for Target-Unknown Cross-domain Recommendation. - Shengyu Zhang 001; Qiaowei Miao; Ping Nie; Mengze Li 001; Zhengyu Chen 001; Fuli Feng; Kun Kuang; Fei Wu 001 (ACM Trans. Inf. Syst., 2024)

Few-Shot Incremental Learning via Foreground Aggregation and Knowledge Transfer for Audio-Visual Semantic Segmentation. - Jingqiao Xiu; Mengze Li 001; Zongxin Yang; Wei Ji 008; Yifang Yin; Roger Zimmermann (AAAI, 2025)

Out-of-Distribution Detection via LLM-Guided Outlier Generation for Text-attributed Graph. - Xiangwei Lv; Mengze Li 001; Jingyuan Chen; Zhiang Dong; Sirui Han; Beishui Liao (ACL (Findings), 2025)

LegalReasoner: Step-wised Verification-Correction for Legal Judgment Reasoning. - Weijie Shi; Han Zhu; Jiaming Ji; Mengze Li 001; Jipeng Zhang; Ruiyuan Zhang; Jia Zhu 003; Jiajie Xu 001; Sirui Han; Yike Guo (ACL (1), 2025)

Grasp the Key Takeaways from Source Domain for Few Shot Graph Domain Adaptation. - Xiangwei Lv; Jingyuan Chen; Mengze Li 001; Yongduo Sui; Zemin Liu; Beishui Liao (WWW, 2025)

Exploring formal defeasible reasoning of large language models: A Chain-of-Thought approach. - Zhaoqun Li; Chen Chen; Mengze Li 001; Beishui Liao (Knowl. Based Syst., 2025)

HealthGPT: A Medical Large Vision-Language Model for Unifying Comprehension and Generation via Heterogeneous Knowledge Adaptation. - Tianwei Lin; Wenqiao Zhang; Sijing Li; Yuqian Yuan; Binhe Yu; Haoyuan Li 002; Wanggui He; Hao Jiang 014; Mengze Li 001; Xiaohui Song; Siliang Tang; Jun Xiao 001; et al. (CoRR, 2025)

Backpropagation-Free Multi-modal On-Device Model Adaptation via Cloud-Device Collaboration. - Wei Ji 008; Li Li 091; Zheqi Lv; Wenqiao Zhang; Mengze Li 001; Zhen Wan; Wenqiang Lei; Roger Zimmermann (ACM Trans. Multim. Comput. Commun. Appl., 2025)

Adaptation Method for Misinformation Identification. - Yangping Chen; Weijie Shi; Mengze Li 001; Yue Cui 001; Hao Chen; Jia Zhu 003; Jiajie Xu 001 (CoRR, 2025)

Embracing Imperfection: Simulating Students with Diverse Cognitive Levels Using LLM-based Agents. - Tao Wu; Jingyuan Chen; Wang Lin; Mengze Li 001; Yumeng Zhu; Ang Li; Kun Kuang; Fei Wu 001 (CoRR, 2025)

What Limits Virtual Agent Application? OmniBench: A Scalable Multi-Dimensional Benchmark for Essential Virtual Agent Capabilities. - Wendong Bu; Yang Wu; Qifan Yu; Minghe Gao; Bingchen Miao; Zhenkui Zhang; Kaihang Pan; Yunfei Li; Mengze Li 001; Wei Ji 008; Juncheng Li 006; Siliang Tang; et al. (CoRR, 2025)

Towards Advanced Mathematical Reasoning for LLMs via First-Order Logic Theorem Proving. - Chuxue Cao; Mengze Li 001; Juntao Dai; Jinluan Yang; Zijian Zhao 002; Shengyu Zhang 001; Weijie Shi; Chengzhong Liu; Sirui Han; Yike Guo (CoRR, 2025)

Semantic-guided Diverse Decoding for Large Language Model. - Weijie Shi; Yue Cui 001; Yaguang Wu; Jingzhi Fang; Shibo Zhang; Mengze Li 001; Sirui Han; Jia Zhu 003; Jiajie Xu 001; Xiaofang Zhou 001 (CoRR, 2025)

Consistent and Invariant Generalization Learning for Short-video Misinformation Detection. - Hanghui Guo; Weijie Shi; Mengze Li 001; Juncheng Li 006; Hao Chen; Yue Cui 001; Jiajie Xu 001; Jia Zhu 003; Jiawei Shen; Zhangze Chen; Sirui Han (CoRR, 2025)

Zero-Shot Cellular Trajectory Map Matching. - Weijie Shi; Yue Cui 001; Hao Chen; Jiaming Li; Mengze Li 001; Jia Zhu 003; Jiajie Xu 001; Xiaofang Zhou 001 (CoRR, 2025)

Personalized Distractor Generation via MCTS-Guided Reasoning Reconstruction. - Tao Wu; Jingyuan Chen; Wang Lin; Jian Zhan; Mengze Li 001; Kun Kuang; Fei Wu 001 (CoRR, 2025)