| 2026 | AAAI | Learning Beyond Domains: Misleading Prompts and Pseudo-Label Contrast for Text Domain Generalization. | Qizhi Li, Xuyang Wang, Yingke Chen, Ming Yan, Dezhong Peng, Xi Peng, Xu Wang |
| 2026 | AAAI | Semantic-Consistent Bidirectional Contrastive Hashing for Noisy Multi-Label Cross-Modal Retrieval. | Likang Peng, Chao Su, Wenyuan Wu, Yuan Sun, Dezhong Peng, Xi Peng, Xu Wang |
| 2026 | AAAI | Robust Semi-paired Multimodal Learning for Cross-modal Retrieval. | Yang Qin, Yuan Sun, Xi Peng, Dezhong Peng, Joey Tianyi Zhou, Xiaomin Song, Peng Hu |
| 2026 | AAAI | Ambiguity-Tolerant Cross-Modal Hashing with Partial Labels. | Chao Su, Yanan Li, Xu Wang, Yingke Chen, Huiming Zheng, Dezhong Peng, Yuan Sun |
| 2025 | AAAI | Deep Evidential Hashing for Trustworthy Cross-Modal Retrieval. | Yuan Li, Liangli Zhen, Yuan Sun, Dezhong Peng, Xi Peng, Peng Hu |
| 2025 | AAAI | Robust Self-Paced Hashing for Cross-Modal Retrieval with Noisy Labels. | Ruitao Pu, Yuan Sun, Yang Qin, Zhenwen Ren, Xiaomin Song, Huiming Zheng, Dezhong Peng |
| 2025 | AAAI | DiCA: Disambiguated Contrastive Alignment for Cross-Modal Retrieval with Partial Labels. | Chao Su, Huiming Zheng, Dezhong Peng, Xu Wang |
| 2025 | AAAI | Noisy Label Calibration for Multi-View Classification. | Shilin Xu, Yuan Sun, Xingfeng Li, Siyuan Duan, Zhenwen Ren, Zheng Liu, Dezhong Peng |
| 2025 | AAAI | RoDA: Robust Domain Alignment for Cross-Domain Retrieval Against Label Noise. | Ziniu Yin, Yanglin Feng, Ming Yan, Xiaomin Song, Dezhong Peng, Xu Wang |
| 2025 | CVPR | Fuzzy Multimodal Learning for Trusted Cross-modal Retrieval. | Siyuan Duan, Yuan Sun, Dezhong Peng, Zheng Liu, Xiaomin Song, Peng Hu |
| 2025 | CVPR | Human-centered Interactive Learning via MLLMs for Text-to-Image Person Re-identification. | Yang Qin, Chao Chen, Zhihang Fu, Dezhong Peng, Xi Peng, Peng Hu |
| 2025 | CVPR | ROLL: Robust Noisy Pseudo-label Learning for Multi-View Clustering with Noisy Correspondence. | Yuan Sun, Yongxiang Li, Zhenwen Ren, Guiduo Duan, Dezhong Peng, Peng Hu |
| 2025 | ICLR | ROUTE: Robust Multitask Tuning and Collaboration for Text-to-SQL. | Yang Qin, Chao Chen, Zhihang Fu, Ze Chen, Dezhong Peng, Peng Hu, Jieping Ye |
| 2025 | ICML | Deep Fuzzy Multi-view Learning for Reliable Classification. | Siyuan Duan, Yuan Sun, Dezhong Peng, Guiduo Duan, Xi Peng, Peng Hu |
| 2025 | ICML | CoPINN: Cognitive Physics-Informed Neural Networks. | Siyuan Duan, Wenyuan Wu, Peng Hu, Zhenwen Ren, Dezhong Peng, Yuan Sun |
| 2025 | ICML | LLaVA-ReID: Selective Multi-image Questioner for Interactive Person Re-Identification. | Yiding Lu, Mouxing Yang, Dezhong Peng, Peng Hu, Yijie Lin, Xi Peng |
| 2025 | ICML | SHE: Streaming-media Hashing Retrieval. | Ruitao Pu, Yang Qin, Xiaomin Song, Dezhong Peng, Zhenwen Ren, Yuan Sun |
| 2025 | IJCAI | Reliable Disentanglement Multi-view Learning Against View Adversarial Attacks. | Xuyang Wang, Siyuan Duan, Qizhi Li, Guiduo Duan, Yuan Sun, Dezhong Peng |
| 2024 | AAAI | Dual Self-Paced Cross-Modal Hashing. | Yuan Sun, Jian Dai, Zhenwen Ren, Yingke Chen, Dezhong Peng, Peng Hu |
| 2024 | AAAI | DiDA: Disambiguated Domain Alignment for Cross-Domain Retrieval with Partial Labels. | Haoran Liu, Ying Ma, Ming Yan, Yingke Chen, Dezhong Peng, Xu Wang |
| 2024 | AAAI | Decoupled Contrastive Multi-View Clustering with High-Order Random Walks. | Yiding Lu, Yijie Lin, Mouxing Yang, Dezhong Peng, Peng Hu, Xi Peng |
| 2024 | APWEB | MFCD:A Deep Learning Method with Fuzzy Clustering for Time Series Anomaly Detection. | Kaisheng Luo, Chang Liu, Baiyang Chen, Xuedong Li, Dezhong Peng, Zhong Yuan |
| 2024 | CVPR | Noisy-Correspondence Learning for Text-to-Image Person Re-Identification. | Yang Qin, Yingke Chen, Dezhong Peng, Xi Peng, Joey Tianyi Zhou, Peng Hu |
| 2024 | ICML | Image Clustering with External Guidance. | Yunfan Li, Peng Hu, Dezhong Peng, Jiancheng Lv, Jianping Fan, Xi Peng |
| 2024 | IJCAI | Dual Semantic Fusion Hashing for Multi-Label Cross-Modal Retrieval. | Kaiming Liu, Yunhong Gong, Yu Cao, Zhenwen Ren, Dezhong Peng, Yuan Sun |
| 2023 | AAAI | Correspondence-Free Domain Alignment for Unsupervised Cross-Domain Image Retrieval. | Xu Wang, Dezhong Peng, Ming Yan, Peng Hu |
| 2023 | CVPR | RONO: Robust Discriminative Learning with Noisy Labels for 2D-3D Cross-Modal Retrieval. | Yanglin Feng, Hongyuan Zhu, Dezhong Peng, Xi Peng, Peng Hu |
| 2023 | CVPR | Deep Fair Clustering via Maximizing and Minimizing Mutual Information: Theory, Algorithm and Metric. | Pengxin Zeng, Yunfan Li, Peng Hu, Dezhong Peng, Jiancheng Lv, Xi Peng |
| 2023 | CVPR | Comprehensive and Delicate: An Efficient Transformer for Image Restoration. | Haiyu Zhao, Yuanbiao Gou, Boyun Li, Dezhong Peng, Jiancheng Lv, Xi Peng |
| 2023 | EMNLP | Unifying Discrete and Continuous Representations for Unsupervised Paraphrase Generation. | Mingfeng Xue, Dayiheng Liu, Wenqiang Lei, Jie Fu, Jian Lan, Mei Li, Baosong Yang, Jun Xie, Yidan Zhang, Dezhong Peng, Jiancheng Lv |
| 2023 | EMNLP | Dynamic Voting for Efficient Reasoning in Large Language Models. | Mingfeng Xue, Dayiheng Liu, Wenqiang Lei, Xingzhang Ren, Baosong Yang, Jun Xie, Yidan Zhang, Dezhong Peng, Jiancheng Lv |
| 2023 | IJCAI | Incomplete Multi-view Clustering via Prototype-based Imputation. | Haobin Li, Yunfan Li, Mouxing Yang, Peng Hu, Dezhong Peng, Xi Peng |
| 2023 | IJCNN | A Trigger-Free Method Enhanced by Coreference Information for Document-Level Event Extraction. | Fumin Chen, Xu Wang, Xiaohui Liu, Dezhong Peng |
| 2023 | IJCNN | GLQA: A Generation-based Method for Legal Question Answering. | Weiqi Zhang, Hechuan Shen, Tianyi Lei, Qian Wang, Dezhong Peng, Xu Wang |
| 2022 | COLING | Adaptive Meta-learner via Gradient Similarity for Few-shot Text Classification. | Tianyi Lei, Honghui Hu, Qiaoyang Luo, Dezhong Peng, Xu Wang |
| 2022 | INFOCOM | Maximizing h-hop Independently Submodular Functions Under Connectivity Constraint. | Wenzheng Xu, Dezhong Peng, Weifa Liang, Xiaohua Jia, Zichuan Xu, Pan Zhou, Weigang Wu, Xiang Chen |
| 2021 | AAAI | Contrastive Clustering. | Yunfan Li, Peng Hu, Jerry Zitao Liu, Dezhong Peng, Joey Tianyi Zhou, Xi Peng |
| 2019 | CVPR | Deep Supervised Cross-Modal Retrieval. | Liangli Zhen, Peng Hu, Xu Wang, Dezhong Peng |
| 2019 | DASC | A Semantic-Based Short-Text Fast Clustering Method on Hotline Records in Chengdu. | Xiaorong Pu, Kun Long, Kecheng Chen, Mei Xie, Jiancheng Lv, Dezhong Peng |
| 2019 | SIGIR | Scalable Deep Multimodal Learning for Cross-Modal Retrieval. | Peng Hu, Liangli Zhen, Dezhong Peng, Pei Liu |
| 2005 | ISNN | A Modified MCA EXIN Algorithm and Its Convergence Analysis. | Dezhong Peng, Zhang Yi, XiaoLin Xiang |