| 2026 | AAAI | Decomposing and Composing: Towards Efficient Vision-Language Continual Learning via Rank-1 Expert Pool in a Single LoRA. | Zhan Fa, Yue Duan, Jian Zhang, Lei Qi, Wanqi Yang, Yinghuan Shi |
| 2026 | AAAI | Stratified Knowledge-Density Super-Network for Scalable Vision Transformers. | Longhua Li, Lei Qi, Xin Geng |
| 2026 | AAAI | StepFun-Formalizer: Unlocking the Autoformalization Potential of LLMs Through Knowledge-Reasoning Fusion. | Yutong Wu, Di Huang, Ruosi Wan, Yue Peng, Shijie Shang, Chenrui Cao, Lei Qi, Rui Zhang, Xishan Zhang, Zidong Du, Jie Yang, Xing Hu |
| 2026 | AAAI | ChipMind: Retrieval-Augmented Reasoning for Long-Context Circuit Design Specifications. | Changwen Xing, SamZaak Wong, Xinlai Wan, Yanfeng Lu, Mengli Zhang, Zebin Ma, Lei Qi, Zhengxiong Li, Nan Guan, Zhe Jiang, Xi Wang, Jun Yang |
| 2026 | ACL | ChatHLS: Towards Systematic Design Automation and Optimization for High-Level Synthesis. | Runkai Li, Jia Xiong, Xiuyuan He, Jieru Zhao, Jiaqi Lv, Haowen Fang, Lei Qi, Xi Wang |
| 2025 | AAAI | Text and Image Are Mutually Beneficial: Enhancing Training-Free Few-Shot Classification with CLIP. | Yayuan Li, Jintao Guo, Lei Qi, Wenbin Li, Yinghuan Shi |
| 2025 | CVPR | Steady Progress Beats Stagnation: Mutual Aid of Foundation and Conventional Models in Mixed Domain Semi-Supervised Medical Image Segmentation. | Qinghe Ma, Jian Zhang, Zekun Li, Lei Qi, Qian Yu, Yinghuan Shi |
| 2025 | CVPR | Balanced Direction from Multifarious Choices: Arithmetic Meta-Learning for Domain Generalization. | Xiran Wang, Jian Zhang, Lei Qi, Yinghuan Shi |
| 2025 | CVPR | Taste More, Taste Better: Diverse Data and Strong Model Boost Semi-Supervised Crowd Counting. | Maochen Yang, Zekun Li, Jian Zhang, Lei Qi, Yinghuan Shi |
| 2025 | ICASSP | KAnoCLIP: Zero-Shot Anomaly Detection through Knowledge-Driven Prompt Learning and Enhanced Cross-Modal Integration. | Chengyuan Li, Suyang Zhou, Jieping Kong, Lei Qi, Hui Xue |
| 2025 | ICASSP | Precision in Pathology: PMA-DETR Elevates Tumor Lesion Detection. | Yecheng Zhao, Zihan Zhou, Lei Qi, Hui Xue |
| 2025 | ICCV | Divide-And-Conquer for Enhancing Unlabeled Learning, Stability, and Plasticity in Semi-Supervised Continual Learning. | Yue Duan, Taicai Chen, Lei Qi, Yinghuan Shi |
| 2025 | ICCV | One-Shot Knowledge Transfer for Scalable Person Re-Identification. | Longhua Li, Lei Qi, Xin Geng |
| 2025 | ICCV | Correspondence as Video: Test-Time Adaption on SAM2 for Reference Segmentation in the Wild. | Haoran Wang, Zekun Li, Jian Zhang, Lei Qi, Yinghuan Shi |
| 2025 | ICLR | Leveraging Flatness to Improve Information-Theoretic Generalization Bounds for SGD. | Ze Peng, Jian Zhang, Yisen Wang, Lei Qi, Yinghuan Shi, Yang Gao |
| 2025 | MICCAI | GA-SAM: Geometry-Aware SAM Adaptation with Sparse Annotation-Driven Point Cloud Completion. | Shumeng Li, Jian Zhang, Lei Qi, Yinghuan Shi |
| 2025 | MICCAI | Fusing Dual Encoders: Single-Source Domain Generalization with Extremely Few Annotations. | Ruofan Wang, Jintao Guo, Jian Zhang, Lei Qi, Yinghuan Shi |
| 2024 | AAAI | PG-LBO: Enhancing High-Dimensional Bayesian Optimization with Pseudo-Label and Gaussian Process Guidance. | Taicai Chen, Yue Duan, Dong Li, Lei Qi, Yinghuan Shi, Yang Gao |
| 2024 | AAAI | Roll with the Punches: Expansion and Shrinkage of Soft Label Selection for Semi-supervised Fine-Grained Learning. | Yue Duan, Zhen Zhao, Lei Qi, Luping Zhou, Lei Wang, Yinghuan Shi |
| 2024 | ACL | OlympiadBench: A Challenging Benchmark for Promoting AGI with Olympiad-Level Bilingual Multimodal Scientific Problems. | Chaoqun He, Renjie Luo, Yuzhuo Bai, Shengding Hu, Zhen Leng Thai, Junhao Shen, Jinyi Hu, Xu Han, Yujie Huang, Yuxiang Zhang, Jie Liu, Lei Qi, Zhiyuan Liu, Maosong Sun |
| 2024 | CVPR | Constructing and Exploring Intermediate Domains in Mixed Domain Semi-supervised Medical Image Segmentation. | Qinghe Ma, Jian Zhang, Lei Qi, Qian Yu, Yinghuan Shi, Yang Gao |
| 2024 | ECCV | Learn to Preserve and Diversify: Parameter-Efficient Group with Orthogonal Regularization for Domain Generalization. | Jiajun Hu, Jian Zhang, Lei Qi, Yinghuan Shi, Yang Gao |
| 2024 | ECCV | The Devil Is in the Statistics: Mitigating and Exploiting Statistics Difference for Generalizable Semi-supervised Medical Image Segmentation. | Muyang Qiu, Jian Zhang, Lei Qi, Qian Yu, Yinghuan Shi, Yang Gao |
| 2023 | CVPR | Orthogonal Annotation Benefits Barely-supervised Medical Image Segmentation. | Heng Cai, Shumeng Li, Lei Qi, Qian Yu, Yinghuan Shi, Yang Gao |
| 2023 | CVPR | ALOFT: A Lightweight MLP-Like Architecture with Dynamic Low-Frequency Transform for Domain Generalization. | Jintao Guo, Na Wang, Lei Qi, Yinghuan Shi |
| 2023 | CVPR | Revisiting Weak-to-Strong Consistency in Semi-Supervised Semantic Segmentation. | Lihe Yang, Lei Qi, Litong Feng, Wayne Zhang, Yinghuan Shi |
| 2023 | ICCV | DomainAdaptor: A Novel Approach to Test-time Adaptation. | Jian Zhang, Lei Qi, Yinghuan Shi, Yang Gao |
| 2023 | ICCV | IOMatch: Simplifying Open-Set Semi-Supervised Learning with Joint Inliers and Outliers Utilization. | Zekun Li, Lei Qi, Yinghuan Shi, Yang Gao |
| 2023 | ICCV | Towards Semi-supervised Learning with Non-random Missing Labels. | Yue Duan, Zhen Zhao, Lei Qi, Luping Zhou, Lei Wang, Yinghuan Shi |
| 2023 | ICCV | Enhancing Sample Utilization through Sample Adaptive Augmentation in Semi-Supervised Learning. | Guan Gui, Zhen Zhao, Lei Qi, Luping Zhou, Lei Wang, Yinghuan Shi |
| 2023 | ICCV | DomainDrop: Suppressing Domain-Sensitive Channels for Domain Generalization. | Jintao Guo, Lei Qi, Yinghuan Shi |
| 2023 | ICCV | Generalizable Decision Boundaries: Dualistic Meta-Learning for Open Set Domain Generalization. | Xiran Wang, Jian Zhang, Lei Qi, Yinghuan Shi |
| 2023 | ICCV | Shrinking Class Space for Enhanced Certainty in Semi-Supervised Learning. | Lihe Yang, Zhen Zhao, Lei Qi, Yu Qiao, Yinghuan Shi, Hengshuang Zhao |
| 2023 | MICCAI | 3D Medical Image Segmentation with Sparse Annotation via Cross-Teaching Between 3D and 2D Networks. | Heng Cai, Lei Qi, Qian Yu, Yinghuan Shi, Yang Gao |
| 2022 | AAAI | Learngene: From Open-World to Your Learning Task. | Qiu-Feng Wang, Xin Geng, Shuxia Lin, Shiyu Xia, Lei Qi, Ning Xu |
| 2022 | CVPR | ST++: Make Self-trainingWork Better for Semi-supervised Semantic Segmentation. | Lihe Yang, Wei Zhuo, Lei Qi, Yinghuan Shi, Yang Gao |
| 2022 | CVPR | DC-SSL: Addressing Mismatched Class Distribution in Semi-supervised Learning. | Zhen Zhao, Luping Zhou, Yue Duan, Lei Wang, Lei Qi, Yinghuan Shi |
| 2022 | CVPR | Generalizable Cross-modality Medical Image Segmentation via Style Augmentation and Dual Normalization. | Ziqi Zhou, Lei Qi, Xin Yang, Dong Ni, Yinghuan Shi |
| 2022 | ECCV | RDA: Reciprocal Distribution Alignment for Robust Semi-supervised Learning. | Yue Duan, Lei Qi, Lei Wang, Luping Zhou, Yinghuan Shi |
| 2022 | ECCV | MVDG: A Unified Multi-view Framework for Domain Generalization. | Jian Zhang, Lei Qi, Yinghuan Shi, Yang Gao |
| 2022 | ECCV | Generalizable Medical Image Segmentation via Random Amplitude Mixup and Domain-Specific Image Restoration. | Ziqi Zhou, Lei Qi, Yinghuan Shi |
| 2021 | ICCV | Mining Latent Classes for Few-shot Segmentation. | Lihe Yang, Wei Zhuo, Lei Qi, Yinghuan Shi, Yang Gao |
| 2020 | AAAI | Differentiable Meta-Learning Model for Few-Shot Semantic Segmentation. | Pinzhuo Tian, Zhangkai Wu, Lei Qi, Lei Wang, Yinghuan Shi, Yang Gao |
| 2020 | IJCAI | Biased Feature Learning for Occlusion Invariant Face Recognition. | Changbin Shao, Jing Huo, Lei Qi, Zhenhua Feng, Wenbin Li, Chuanqi Dong, Yang Gao |
| 2020 | IJCAI | Consistent MetaReg: Alleviating Intra-task Discrepancy for Better Meta-knowledge. | Pinzhuo Tian, Lei Qi, Shaokang Dong, Yinghuan Shi, Yang Gao |
| 2019 | ICCV | A Novel Unsupervised Camera-Aware Domain Adaptation Framework for Person Re-Identification. | Lei Qi, Lei Wang, Jing Huo, Luping Zhou, Yinghuan Shi, Yang Gao |
| 2018 | ICASSP | A Novel Image-Specific Transfer Approach for Prostate Segmentation in MR Images. | Pinzhuo Tian, Lei Qi, Yinghuan Shi, Luping Zhou, Yang Gao, Dinggang Sheri |
| 2018 | PRICAI | Joint Multi-field Siamese Recurrent Neural Network for Entity Resolution. | Yang Lv, Lei Qi, Jing Huo, Hao Wang, Yang Gao |
| 2016 | IDEAL | Multi-view Subspace Clustering via a Global Low-Rank Affinity Matrix. | Lei Qi, Yinghuan Shi, Huihui Wang, Wanqi Yang, Yang Gao |
| 2016 | ISM | Automated Coding of Political Video Ads for Political Science Research. | Lei Qi, Chuanhai Zhang, Adisak Sukul, Wallapak Tavanapong, David A. M. Peterson |
| 2011 | ICNC | Lifelike evolution of CSnet and Bitnet: Birth to death. | Tao Gong, Lei Qi, Long Li |
| 2007 | CIKM | Link analysis using time series of web graphs. | Lei Yang, Lei Qi, Yan-Ping Zhao, Bin Gao, Tie-Yan Liu |