Selected Publications

*denotes the Co-First Authorship, #denotes the Corresponding Author

2025

• PRVR: Partially Relevant Video Retrieval.
  Xianke Chen, Daizong Liu, Xun Yang, Xirong Li, Jianfeng Dong, Meng Wang, Xun Wang.
  IEEE Transactions on Pattern Analysis and Machine Intelligence, [TPAMI]
• Towards Building Model/Prompt-Transferable Attackers against Large Vision-Language Models.
  Xiaowen Cai, Daizong Liu*, Xiaoye Qu, Xiang Fang, Jianfeng Dong, Keke Tang, Pan Zhou, Lichao Sun, Wei Hu.
  The Thirty-ninth Annual Conference on Neural Information Processing Systems, [NeurIPS2025]
• Fit the Distribution: Cross-Image/Prompt Adversarial Attacks on Multimodal Large Language Models.
  Hai Yan, Haijian Ma, Xiaowen Cai, Daizong Liu#, Zenghui Yuan, Xiaoye Qu, Jianfeng Dong, Runwei Guan, Xiang Fang, Hongyang He, Yulai Xie, Pan Zhou.
  The Thirty-ninth Annual Conference on Neural Information Processing Systems, [NeurIPS2025]
• Misalignment Attack on Text-To-Image Models via Text Embedding Optimization and Inversion.
  Zhijie Du, Daizong Liu#, Pan Zhou.
  Conference on Empirical Methods in Natural Language Processing, [EMNLP2025]
• Learning from Few Samples: A Novel Approach for High-Quality Malcode Generation.
  Haijian Ma, Daizong Liu*, Xiaowen Cai, Yulai Xie, Pan Zhou.
  Conference on Empirical Methods in Natural Language Processing, [EMNLP2025]
• A Survey of Attacks on Large Vision-Language Models: Resources, Advances, and Future Trends.
  Daizong Liu, Mingyu Yang, Xiaoye Qu, Pan Zhou, Yu Cheng, Wei Hu.
  IEEE Transactions on Neural Networks and Learning Systems, [TNNLS]
• Audio Does Matter: Importance-Aware Multi-Granularity Fusion for Video Moment Retrieval.
  Junan Lin, Daizong Liu*, Xianke Chen, Xiaoye Qu, Xun Yang, Jixiang Zhu, Sanyuan Zhang, Jianfeng Dong.
  ACM International Conference on Multimedia, [ACMMM2025]
• Fast3D: Accelerating 3D Multi-modal Large Language Models for Efficient 3D Scene Understanding.
  Wencan Huang, Daizong Liu, Wei Hu.
  ACM International Conference on Multimedia, [ACMMM2025]
• A Survey on Text-guided 3D Visual Grounding: Elements, Recent Advances, and Future Directions.
  Daizong Liu, Yang Liu, Wencan Huang, Wei Hu.
  IEEE Transactions on Neural Networks and Learning Systems, [TNNLS]
• LLM-assisted Entropy-based Adaptive Distillation for Unsupervised Fine-grained Visual Representation Learning.
  Jianfeng Dong, Danfeng Luo, Daizong Liu#, Jie Sun, Xiaoye Qu, Xun Yang, Dongsheng Liu, Xun Wang.
  IEEE International Conference on Computer Vision, [ICCV2025]
• Cognitive Disentanglement for Referring Multi-Object Tracking.
  Shaofeng Liang, Runwei Guan, Wangwang Lian, Daizong Liu, Xiaolou Sun, Dongming Wu, Yutao Yue, Weiping Ding, Hui Xiong.
  Information Fusion, [INFFUS]
• Cooperative or Competitive? Understanding the Interaction between Attention Heads From A Game Theory Perspective.
  Xiaoye Qu, Zengqi Yu, Dongrui Liu, Wei Wei, Daizong Liu, Jianfeng Dong, Yu Cheng.
  The 63rd Annual Meeting of the Association for Computational Linguistics, [ACL2025]
• Alleviating Hallucination in Large Vision-Language Models with Active Retrieval Augmentation.
  Xiaoye Qu, Qiyuan Chen, Wei Wei, Jiashuo Sun, Daizong Liu, Jianfeng Dong.
  ACM Transactions on Multimedia Computing, Communications and Applications, [TOMM]
• Open-World Fine-Grained Fashion Retrieval with LLM-based Commonsense Knowledge Infusion.
  Jianfeng Dong, Junwei Zhu, Daizong Liu, Xiaoye Qu, Cuizhu Bao, Zhike Han, Jixiang Zhu, Xun Wang.
  International ACM SIGIR Conference on Research and Development in Information Retrieval, [SIGIR2025]
• Imperceptible Beam-Sensitive Adversarial Attacks for LiDAR-based Object Detection in Autonomous Driving.
  Fuyao Cai, Daizong Liu#, Xiang Fang, Jixiang Yu, Keke Tang, Pan Zhou.
  IEEE International Conference on Multimedia & Expo, [ICME2025]
• Seeing is Not Believing: Adversarial Natural Object Optimization for Hard-Label 3D Scene Attacks.
  Daizong Liu, Wei Hu.
  IEEE Conference on Computer Vision and Pattern Recognition, [CVPR2025]
• Imperceptible Transfer Attack on Large Vision-Language Models.
  Xiaowen Cai, Daizong Liu, Runwei Guan, Pan Zhou.
  IEEE International Conference on Acoustics, Speech and Signal Processing, [ICASSP2025]
• Imperceptible 3D Point Cloud Attacks on Lattice-based Barycentric Coordinates.
  Keke Tang, Ziyong Du, Weilong Peng, Xiaofei Wang, Daizong Liu, Ligang Liu, Zhihong Tian.
  AAAI Conference on Artificial Intelligence, [AAAI2025]
• Multi-Pair Temporal Sentence Grounding via Multi-Thread Knowledge Transfer Network.
  Xiang Fang, Wanlong Fang, Changshuo Wang, Daizong Liu, Keke Tang, Jianfeng Dong, Pan Zhou, Beibei Li.
  AAAI Conference on Artificial Intelligence, [AAAI2025]
• Look, Compare, Decide: Alleviating Hallucination in Large Vision-Language Models via Multi-View Multi-Path Reasoning.
  Xiaoye Qu, Jiashuo Sun, Wei Wei, Daizong Liu, Jianfeng Dong, Yu Cheng.
  International Conference on Computational Linguistics, [COLING2025]

2024

• Imperceptible Backdoor Attacks on Text-Guided 3D Scene Grounding.
  Daizong Liu, Wei Hu.
  IEEE Transactions on Multimedia, [TMM]
• Pandora’s Box: Towards Building Universal Attackers against Real-World Large Vision-Language Models.
  Daizong Liu, Mingyu Yang, Xiaoye Qu, Pan Zhou, Xiang Fang, Keke Tang, Yao Wan, Lichao Sun.
  The Thirty-eighth Annual Conference on Neural Information Processing Systems, [NeurIPS2024]
• Temporal Sentence Grounding with Relevance Feedback in Videos.
  Jianfeng Dong, Xiaoman Peng, Daizong Liu#, Xiaoye Qu, Xun Yang, Cuizhu Bao, Meng Wang.
  The Thirty-eighth Annual Conference on Neural Information Processing Systems, [NeurIPS2024]
• Frequency-Aware GAN for Imperceptible Transfer Attack on 3D Point Clouds.
  Xiaowen Cai, Yunbo Tao, Daizong Liu#, Pan Zhou, Xiaoye Qu, Jianfeng Dong, Keke Tang, Lichao Sun.
  ACM International Conference on Multimedia, [ACMMM2024]
• Advancing 3D Object Grounding Beyond a Single 3D Scene.
  Wencan Huang, Daizong Liu, Wei Hu.
  ACM International Conference on Multimedia, [ACMMM2024]
• Cross-Task Knowledge Transfer for Semi-supervised Joint 3D Grounding and Captioning.
  Yang Liu, Daizong Liu*, Zongming Guo, Wei Hu.
  ACM International Conference on Multimedia, [ACMMM2024]
• Not All Inputs Are Valid: Towards Open-Set Video Moment Retrieval using Language.
  Xiang Fang, Wanlong Fang, Daizong Liu*, Xiaoye Qu, Jianfeng Dong, Pan Zhou, Renfu Li, Zichuan Xu, Lixing Chen, Panpan Zheng, Yu Cheng.
  ACM International Conference on Multimedia, [ACMMM2024]
• Hiding Imperceptible Noise in Curvature-Aware Patches for 3D Point Cloud Attack.
  Mingyu Yang, Daizong Liu*, Keke Tang, Pan Zhou, Lixing Chen, Junyang Chen.
  European Conference on Computer Vision, [ECCV2024]
• FLAT: Flux-aware Imperceptible Adversarial Attacks on 3D Point Clouds.
  Keke Tang, Lujie Huang, Weilong Peng, Daizong Liu, Xiaofei Wang, Yang Ma, Ligang Liu, Zhihong Tian.
  European Conference on Computer Vision, [ECCV2024]
• Rethinking Weakly-supervised Video Temporal Grounding From a Game Perspective.
  Xiang Fang, Zeyu Xiong, Wanlong Fang, Xiaoye Qu, Chen Chen, Jianfeng Dong, Keke Tang, Pan Zhou, Yu Cheng, Daizong Liu#.
  European Conference on Computer Vision, [ECCV2024]
• Rethinking Video Sentence Grounding from a Tracking Perspective with Memory Network and Masked Attention.
  Zeyu Xiong, Daizong Liu*, Xiang Fang, Xiaoye Qu, Jianfeng Dong, Jiahao Zhu, Keke Tang, Pan Zhou.
  IEEE Transactions on Multimedia, [TMM]
• Towards Robust Temporal Activity Localization Learning with Noisy Labels.
  Daizong Liu, Xiaoye Qu, Xiang Fang, Jianfeng Dong, Pan Zhou, Guoshun Nan, Keke Tang, Wanlong Fang, Yu Cheng.
  International Conference on Computational Linguistics, [COLING2024]
• Manifold Constraints for Imperceptible Adversarial Attacks on Point Clouds.
  Keke Tang, Xu He, Weilong Peng, Jianpeng Wu, Yawen Shi, Daizong Liu, Pan Zhou, Wenping Wang, Zhihong Tian.
  AAAI Conference on Artificial Intelligence, [AAAI2024]
• Explicitly Perceiving and Preserving the Local Geometric Structures for 3D Point Cloud Attack.
  Daizong Liu, Wei Hu.
  AAAI Conference on Artificial Intelligence, [AAAI2024]
• Fewer Steps, Better Performance: Efficient Cross-Modal Clip Trimming for Video Moment Retrieval Using Language.
  Xiang Fang, Daizong Liu*, Wanlong Fang, Pan Zhou, Zichuan Xu, Wenzheng Xu, Junyang Chen, Renfu Li.
  AAAI Conference on Artificial Intelligence, [AAAI2024]
• Unsupervised Domain Adaptive Temporal Sentence Localization with Mutual Information Maximization.
  Daizong Liu, Xiang Fang, Xiaoye Qu, Jianfeng Dong, He Yan, Yang Yang, Pan Zhou, Yu Cheng.
  AAAI Conference on Artificial Intelligence, [AAAI2024]

2023

• Point Cloud Attacks in Graph Spectral Domain: When 3D Geometry Meets Graph Signal Processing.
  Daizong Liu, Wei Hu, Xin Li.
  IEEE Transactions on Pattern Analysis and Machine Intelligence, [TPAMI]
• Robust Geometry-Dependent Attack for 3D Point Clouds.
  Daizong Liu, Wei Hu, Xin Li.
  IEEE Transactions on Multimedia, [TMM]
• Transform-Equivariant Consistency Learning for Temporal Sentence Grounding.
  Daizong Liu, Xiaoye Qu, Jianfeng Dong, Pan Zhou, Zichuan Xu, Haozhao Wang, Xing Di, Weining Lu, Yu Cheng.
  ACM Transactions on Multimedia Computing, Communications and Applications, [TOMM]
• Conditional Video Diffusion Network for Fine-grained Temporal Sentence Grounding.
  Daizong Liu, Jiahao Zhu, Xiang Fang, Zeyu Xiong, Huan Wang, Renfu Li, Pan Zhou.
  IEEE Transactions on Multimedia, [TMM]
• Matching Words for Out-of-distribution Detection.
  Keke Tang, Xujian Cai, Weilong Peng, Daizong Liu, Peican Zhu, Pan Zhou, Zhihong Tian, Wenping Wang.
  IEEE International Conference on Data Mining, [ICDM2023]
• Annotations Are Not All You Need: A Cross-modal Knowledge Transfer Network for Unsupervised Temporal Sentence Grounding.
  Xiang Fang, Daizong Liu*, Wanlong Fang, Pan Zhou, Yu Cheng, Keke Tang.
  Conference on Empirical Methods in Natural Language Processing, [EMNLP2023]
• Hierarchical Local-Global Transformer for Temporal Sentence Grounding.
  Xiang Fang, Daizong Liu*, Pan Zhou, Zichuan Xu, Ruixuan Li.
  IEEE Transactions on Multimedia, [TMM]
• Dense Object Grounding in 3D Scenes.
  Wencan Huang, Daizong Liu*, Wei Hu.
  ACM International Conference on Multimedia, [ACMMM2023]
• Unified Multi-modal Unsupervised Representation Learning for Skeleton-based Action Understanding.
  Shengkai Sun, Daizong Liu*, Jianfeng Dong, Xiaoye Qu, Junyu Gao, Xun Yang, Xun Wang, Meng Wang.
  ACM International Conference on Multimedia, [ACMMM2023]
• Lite-MKD: A Multi-modal Knowledge Distillation Framework for Lightweight Few-shot Action Recognition.
  Baolong Liu, Tianyi Zheng, Peng Zheng, Daizong Liu, Xiaoye Qu, Junyu Gao, Jianfeng Dong, Xun Wang.
  ACM International Conference on Multimedia, [ACMMM2023]
• Filling the Information Gap between Video and Query for Language-Driven Moment Retrieval.
  Daizong Liu, Xiaoye Qu, Jianfeng Dong, Guoshun Nan, Pan Zhou, Zichuan Xu, Lixing Chen, He Yan, Yu Cheng.
  ACM International Conference on Multimedia, [ACMMM2023]
• 3DHacker: Spectrum-based Decision Boundary Generation for Hard-label 3D Point Cloud Attack.
  Yunbo Tao, Daizong Liu*, Pan Zhou, Yulai Xie, Wei Du, Wei Hu.
  IEEE International Conference on Computer Vision, [ICCV2023]
• Dual Learning with Dynamic Knowledge Distillation for Partially Relevant Video Retrieval.
  Jianfeng Dong, Minsong Zhang, Zheng Zhang, Xianke Chen, Daizong Liu, Xiaoye Qu, Baolong Liu, Xun Wang.
  IEEE International Conference on Computer Vision, [ICCV2023]
• From Region to Patch: Attribute-Aware Foreground-Background Contrastive Learning for Fine-Grained Fashion Retrieval.
  Jianfeng Dong, Xiaoman Peng, Zhe Ma, Daizong Liu, Xiaoye Qu, Xun Yang, Jixiang Zhu and Baolong Liu.
  International ACM SIGIR Conference on Research and Development in Information Retrieval, [SIGIR2023]
• Density-Insensitive Unsupervised Domain Adaption on 3D Object Detection.
  Qianjiang Hu, Daizong Liu, Wei Hu.
  IEEE Conference on Computer Vision and Pattern Recognition, [CVPR2023]
• You Can Ground Earlier than See: An Effective and Efficient Pipeline for Temporal Sentence Grounding in Compressed Video.
  Xiang Fang, Daizong Liu*, Pan Zhou, Guoshun Nan.
  IEEE Conference on Computer Vision and Pattern Recognition, [CVPR2023]
• Jointly Visual- and Semantic-Aware Graph Memory Networks for Temporal Sentence Localization in Videos.
  Daizong Liu, Pan Zhou.
  IEEE International Conference on Acoustics, Speech and Signal Processing, [ICASSP2023]
• Tracking Objects and Activities with Attention for Temporal Sentence Grounding.
  Zeyu Xiong, Daizong Liu*, Pan Zhou, Jiahao Zhu.
  IEEE International Conference on Acoustics, Speech and Signal Processing, [ICASSP2023]
• Exploring Optical-Flow-Guided Motion and Detection-Based Appearance for Temporal Sentence Grounding.
  Daizong Liu, Xiang Fang, Wei Hu, Pan Zhou.
  IEEE Transactions on Multimedia, [TMM]
• Distantly-Supervised Named Entity Recognition with Adaptive Teacher Learning and Fine-grained Student Ensemble.
  Xiaoye Qu, Jun Zeng, Daizong Liu, Zhefeng Wang, Baoxing Hua, Pan Zhou.
  AAAI Conference on Artificial Intelligence, [AAAI2023]
• Hypotheses Tree Building for One-Shot Temporal Sentence Localization.
  Daizong Liu, Xiang Fang, Pan Zhou, Xing Di, Weining Lu, Yu Cheng.
  AAAI Conference on Artificial Intelligence, [AAAI2023]

2022

• Imperceptible Transfer Attack and Defense on 3D Point Cloud Classification.
  Daizong Liu, Wei Hu.
  IEEE Transactions on Pattern Analysis and Machine Intelligence, [TPAMI]
• Few-Shot Temporal Sentence Grounding via Memory-Guided Semantic Learning.
  Daizong Liu, Pan Zhou, Zichuan Xu, Haozhao Wang, Ruixuan Li.
  IEEE Transactions on Circuits and Systems for Video Technology, [TCSVT]
• Multi-Modal Cross-Domain Alignment Network for Video Moment Retrieval.
  Xiang Fang, Daizong Liu*, Pan Zhou, Yuchong Hu.
  IEEE Transactions on Multimedia, [TMM]
• Rethinking the Video Sampling and Reasoning Strategies for Temporal Sentence Grounding.
  Jiahao Zhu, Daizong Liu*, Pan Zhou, Xing Di, Yu Cheng, Song Yang, Wenzheng Xu, Zichuan Xu, Yao Wan, Lichao Sun, Zeyu Xiong.
  Conference on Empirical Methods in Natural Language Processing, [EMNLP2022]
• Rethinking Graph Neural Networks for Unsupervised Video Object Segmentation.
  Daizong Liu, Wei Hu.
  The 33rd British Machine Vision Conference, [BMVC2022]
• Learning to Focus on the Foreground for Temporal Sentence Grounding.
  Daizong Liu, Wei Hu.
  International Conference on Computational Linguistics, [COLING2022]
• Exploring the Devil in Graph Spectral Domain for 3D Point Cloud Attacks.
  Qianjiang Hu, Daizong Liu*, Wei Hu.
  European Conference on Computer Vision, [ECCV2022]
• Reducing the Vision and Language Bias for Temporal Sentence Grounding.
  Daizong Liu, Wei Hu.
  ACM International Conference on Multimedia, [ACMMM2022]
• Skimming, Locating, then Perusing: A Human-Like Framework for Natural Language Video Localization.
  Daizong Liu, Wei Hu.
  ACM International Conference on Multimedia, [ACMMM2022]
• A Hybird Alignment Loss for Temporal Moment Localization with Natural Language.
  Chao Guo, Daizong Liu*, Pan Zhou.
  IEEE International Conference on Multimedia & Expo, [ICME2022]
• Exploring Motion and Appearance Information for Temporal Sentence Grounding.
  Daizong Liu, Xiaoye Qu, Pan Zhou, Yang Liu.
  AAAI Conference on Artificial Intelligence, [AAAI2022]
• Memory-Guided Semantic Learning Network for Temporal Sentence Grounding.
  Daizong Liu, Xiaoye Qu, Xing Di, Yu Cheng, Zichuan Xu, Pan Zhou.
  AAAI Conference on Artificial Intelligence, [AAAI2022]
• Unsupervised Temporal Video Grounding with Deep Semantic Clustering.
  Daizong Liu, Xiaoye Qu, Yinzhen Wang, Xing Di, Kai Zou, Yu Cheng, Zichuan Xu, Pan Zhou.
  AAAI Conference on Artificial Intelligence, [AAAI2022]

2021

• Progressively Guide to Attend: An Iterative Alignment Framework for Temporal Sentence Grounding.
  Daizong Liu, Xiaoye Qu, Pan Zhou.
  Conference on Empirical Methods in Natural Language Processing, [EMNLP2021]
• Adaptive Proposal Generation Network for Temporal Sentence Localization in Videos.
  Daizong Liu, Xiaoye Qu, Jianfeng Dong, Pan Zhou.
  Conference on Empirical Methods in Natural Language Processing, [EMNLP2021]
• Context-aware Biaffine Localizing Network for Temporal Sentence Grounding.
  Daizong Liu, Xiaoye Qu, Jianfeng Dong, Pan Zhou, Yu Cheng, Wei Wei, Zichuan Xu, Yulai Xie.
  IEEE Conference on Computer Vision and Pattern Recognition, [CVPR2021]
• F2Net: Learning to Focus on the Foreground for Unsupervised Video Object Segmentation.
  Daizong Liu, Dongdong Yu, Changhu Wang, Pan Zhou.
  AAAI Conference on Artificial Intelligence, [AAAI2021]
• Spatiotemporal Graph Neural Network based Mask Reconstruction for Video Object Segmentation.
  Daizong Liu, Shuangjie Xu, Xiao-Yang Liu, Zichuan Xu, Wei Wei, Pan Zhou.
  AAAI Conference on Artificial Intelligence, [AAAI2021]

2020

• Reasoning Step-by-Step: Temporal Sentence Localization in Videos via Deep Rectification-Modulation Network.
  Daizong Liu, Xiaoye Qu, Jianfeng Dong, Pan Zhou.
  International Conference on Computational Linguistics, [COLING2020]
• Jointly Cross-and Self-Modal Graph Attention Network for Query-Based Moment Localization.
  Daizong Liu, Xiaoye Qu, Xiao-Yang Liu, Jianfeng Dong, Pan Zhou, Zichuan Xu.
  ACM International Conference on Multimedia, [ACMMM2020]
• Video-based Facial Expression Recognition using Graph Convolutional Networks.
  Daizong Liu, Hongting Zhang, Pan Zhou.
  International Conference on Pattern Recognition, [ICPR2020]
• SAANet: Siamese action-units attention network for improving dynamic facial expression recognition.
  Daizong Liu, Xi Ouyang, Shuangjie Xu, Pan Zhou, Kun He, Shiping Wen.
  Neurocomputing, [Neurocomputing]

2019

• MHP-VOS: Multiple hypotheses propagation for video object segmentation.
  Shuangjie Xu, Daizong Liu*, Linchao Bao, Wei Liu, Pan Zhou.
  IEEE Conference on Computer Vision and Pattern Recognition, [CVPR2019]