| 2026 | AAAI | FGD-Align: Pluralistic Alignment for Large Language Models via Fuzzy Group Decision-Making. | Weihang Pan, Zhengxu Yu, Yong Wu, Xun Liang, Zhongming Jin, Qiang Fu, Penghui Shang, Binbin Lin, Xiaofei He, Jieping Ye |
| 2026 | ACL | HeteroCache: A Dynamic Retrieval Approach to Heterogeneous KV Cache Compression for Long-Context LLM Inference. | Zhiyuan Shi, Qibo Qiu, Feng Xue, Zhonglin Jiang, Li Yu, Jian Jiang, Xiaofei He, Wenxiao Wang |
| 2026 | WWW | Aligning Multiple Knowledge Graphs in A Single Pass. | Yaming Yang, Zhe Wang, Ziyu Guan, Wei Zhao, Weigang Lu, Xinyan Huang, Jiangtao Cui, Xiaofei He |
| 2025 | AAAI | Local Conditional Controlling for Text-to-Image Diffusion Models. | Yibo Zhao, Liang Peng, Yang Yang, Zekai Luo, Hengjia Li, Yao Chen, Zheng Yang, Xiaofei He, Wei Zhao, Qinglin Lu, Wei Liu, Boxi Wu |
| 2025 | ICASSP | Object-level Data Augmentation for Visual 3D Object Detection in Autonomous Driving. | Haoran Cheng, Junkai Xu, Liang Peng, Zheng Yang, Xiaofei He, Boxi Wu |
| 2025 | ICLR | Improving Complex Reasoning with Dynamic Prompt Corruption: A Soft Prompt Optimization Approach. | Sinan Fan, Liang Xie, Chen Shen, Ge Teng, Xiaosong Yuan, Xiaofeng Zhang, Chenxi Huang, Wenxiao Wang, Xiaofei He, Jieping Ye |
| 2025 | ICLR | SAMRefiner: Taming Segment Anything Model for Universal Mask Refinement. | Yuqi Lin, Hengjia Li, Wenqi Shao, Zheng Yang, Jun Zhao, Xiaofei He, Ping Luo, Kaipeng Zhang |
| 2025 | ICLR | Depth Any Video with Scalable Synthetic Data. | Honghui Yang, Di Huang, Wei Yin, Chunhua Shen, Haifeng Liu, Xiaofei He, Binbin Lin, Wanli Ouyang, Tong He |
| 2024 | CVPR | UniPAD: A Universal Pre-Training Paradigm for Autonomous Driving. | Honghui Yang, Sha Zhang, Di Huang, Xiaoyang Wu, Haoyi Zhu, Tong He, Shixiang Tang, Hengshuang Zhao, Qibo Qiu, Binbin Lin, Xiaofei He, Wanli Ouyang |
| 2024 | ECCV | Adapt2Reward: Adapting Video-Language Models to Generalizable Robotic Rewards via Failure Prompts. | Yanting Yang, Minghao Chen, Qibo Qiu, Jiahao Wu, Wenxiao Wang, Binbin Lin, Ziyu Guan, Xiaofei He |
| 2024 | ICLR | Few-shot Hybrid Domain Adaptation of Image Generator. | Hengjia Li, Yang Liu, Linxuan Xia, Yuqi Lin, Wenxiao Wang, Tu Zheng, Zheng Yang, Xiaohui Zhong, Xiaobo Ren, Xiaofei He |
| 2024 | IJCAI | Task-Agnostic Self-Distillation for Few-Shot Action Recognition. | Bin Zhang, Yuanjie Dang, Peng Chen, Ronghua Liang, Nan Gao, Ruohong Huan, Xiaofei He |
| 2024 | IGARSS | A Novel Ship Detector based on Attention Mechanism and Upsampling Operator. | Zhisheng Chen, Weining Sun, Xiaofei He, Wenjuan Jiang, Fengkai Lang, Jinqi Zhao |
| 2023 | AAAI | Towards In-Distribution Compatible Out-of-Distribution Detection. | Boxi Wu, Jie Jiang, Haidong Ren, Zifan Du, Wenxiao Wang, Zhifeng Li, Deng Cai, Xiaofei He, Binbin Lin, Wei Liu |
| 2023 | CVPR | CLIP is Also an Efficient Segmenter: A Text-Driven Approach for Weakly Supervised Semantic Segmentation. | Yuqi Lin, Minghao Chen, Wenxiao Wang, Boxi Wu, Ke Li, Binbin Lin, Haifeng Liu, Xiaofei He |
| 2023 | CVPR | PVT-SSD: Single-Stage 3D Object Detector with Point-Voxel Transformer. | Honghui Yang, Wenxiao Wang, Minghao Chen, Binbin Lin, Tong He, Hua Chen, Xiaofei He, Wanli Ouyang |
| 2023 | CVPR | GD-MAE: Generative Decoder for MAE Pre-Training on LiDAR Point Clouds. | Honghui Yang, Tong He, Jiaheng Liu, Hua Chen, Boxi Wu, Binbin Lin, Xiaofei He, Wanli Ouyang |
| 2023 | ICRA | PriorLane: A Prior Knowledge Enhanced Lane Detection Approach Based on Transformer. | Qibo Qiu, Haiming Gao, Wei Hua, Gang Huang, Xiaofei He |
| 2022 | AAAI | DMN4: Few-Shot Learning via Discriminative Mutual Nearest Neighbor Neural Network. | Yang Liu, Tu Zheng, Jie Song, Deng Cai, Xiaofei He |
| 2022 | CVPR | Learning to Affiliate: Mutual Centralized Learning for Few-shot Classification. | Yang Liu, Weifeng Zhang, Chao Xiang, Tu Zheng, Deng Cai, Xiaofei He |
| 2022 | CVPR | MLSLT: Towards Multilingual Sign Language Translation. | Aoxiong Yin, Zhou Zhao, Weike Jin, Meng Zhang, Xingshan Zeng, Xiaofei He |
| 2022 | CVPR | CLRNet: Cross Layer Refinement Network for Lane Detection. | Tu Zheng, Yifei Huang, Yang Liu, Wenjian Tang, Zheng Yang, Deng Cai, Xiaofei He |
| 2022 | ECCV | Towards Efficient Adversarial Training on Vision Transformers. | Boxi Wu, Jindong Gu, Zhifeng Li, Deng Cai, Xiaofei He, Wei Liu |
| 2022 | ECCV | Graph R-CNN: Towards Accurate 3D Object Detection with Semantic-Decorated Local Graph. | Honghui Yang, Zili Liu, Xiaopei Wu, Wenxiao Wang, Wei Qian, Xiaofei He, Deng Cai |
| 2022 | ICLR | CrossFormer: A Versatile Vision Transformer Hinging on Cross-scale Attention. | Wenxiao Wang, Lu Yao, Long Chen, Binbin Lin, Deng Cai, Xiaofei He, Wei Liu |
| 2022 | ICLR | WeakM3D: Towards Weakly Supervised Monocular 3D Object Detection. | Liang Peng, Senbo Yan, Boxi Wu, Zheng Yang, Xiaofei He, Deng Cai |
| 2021 | ICCV | Salient Object Ranking with Position-Preserved Attention. | Hao Fang, Daoxin Zhang, Yi Zhang, Minghao Chen, Jiawei Li, Yao Hu, Deng Cai, Xiaofei He |
| 2021 | ICML | Accelerate CNNs from Three Dimensions: A Comprehensive Pruning Framework. | Wenxiao Wang, Minghao Chen, Shuai Zhao, Long Chen, Jinming Hu, Haifeng Liu, Deng Cai, Xiaofei He, Wei Liu |
| 2020 | AAAI | PI-RCNN: An Efficient Multi-Sensor 3D Object Detector with Point-Based Attentive Cont-Conv Fusion Module. | Liang Xie, Chao Xiang, Zhengxu Yu, Guodong Xu, Zheng Yang, Deng Cai, Xiaofei He |
| 2020 | IJCAI | MaCAR: Urban Traffic Light Control via Active Multi-agent Communication and Action Rectification. | Zhengxu Yu, Shuxian Liang, Long Wei, Zhongming Jin, Jianqiang Huang, Deng Cai, Xiaofei He, Xian-Sheng Hua |
| 2019 | ICCV | Attribute Attention for Semantic Disambiguation in Zero-Shot Learning. | Yang Liu, Jishun Guo, Deng Cai, Xiaofei He |
| 2019 | IJCAI | COP: Customized Deep Model Compression via Regularized Correlation-Based Filter-Level Pruning. | Wenxiao Wang, Cong Fu, Jishun Guo, Deng Cai, Xiaofei He |
| 2019 | IJCAI | Progressive Transfer Learning for Person Re-identification. | Zhengxu Yu, Zhongming Jin, Long Wei, Jishun Guo, Jianqiang Huang, Deng Cai, Xiaofei He, Xian-Sheng Hua |
| 2019 | IJCAI | Open-Ended Long-Form Video Question Answering via Hierarchical Convolutional Self-Attention Networks. | Zhu Zhang, Zhou Zhao, Zhijie Lin, Jingkuan Song, Xiaofei He |
| 2019 | KDD | IntentGC: A Scalable Graph Convolution Framework Fusing Heterogeneous Information for Recommendation. | Jun Zhao, Zhou Zhou, Ziyu Guan, Wei Zhao, Wei Ning, Guang Qiu, Xiaofei He |
| 2018 | ACL | Discourse Marker Augmented Network with Reinforcement Learning for Natural Language Inference. | Boyuan Pan, Yazheng Yang, Zhou Zhao, Yueting Zhuang, Deng Cai, Xiaofei He |
| 2018 | ICCCN | Towards 3D Deployment of UAV Base Stations in Uneven Terrain. | Xiaofei He, Wei Yu, Hansong Xu, Jie Lin, Xinyu Yang, Chao Lu, Xinwen Fu |
| 2018 | IJCAI | Translating Embeddings for Knowledge Graph Completion with Relation Attention Mechanism. | Wei Qian, Cong Fu, Yu Zhu, Deng Cai, Xiaofei He |
| 2018 | IJCAI | Multi-Turn Video Question Answering via Multi-Stream Hierarchical Attention Context Network. | Zhou Zhao, Xinghua Jiang, Deng Cai, Jun Xiao, Xiaofei He, Shiliang Pu |
| 2018 | IJCAI | Attentional Image Retweet Modeling via Multi-Faceted Ranking Network Learning. | Zhou Zhao, Lingtao Meng, Jun Xiao, Min Yang, Fei Wu, Deng Cai, Xiaofei He, Yueting Zhuang |
| 2018 | KDD | Deep Reinforcement Learning for Sponsored Search Real-time Bidding. | Jun Zhao, Guang Qiu, Ziyu Guan, Wei Zhao, Xiaofei He |
| 2018 | SIGIR | Dialogue Act Recognition via CRF-Attentive Structured Network. | Zheqian Chen, Rongqin Yang, Zhou Zhao, Deng Cai, Xiaofei He |
| 2017 | AAAI | Community-Based Question Answering via Asymmetric Multi-Faceted Ranking Network Learning. | Zhou Zhao, Hanqing Lu, Vincent W. Zheng, Deng Cai, Xiaofei He, Yueting Zhuang |
| 2017 | ASPDAC | A real-time 17-scale object detection accelerator with adaptive 2000-stage classification in 65nm CMOS. | Minkyu Kim, Abinash Mohanty, Deepak Kadetotad, Naveen Suda, Luning Wei, Pooja Saseendran, Xiaofei He, Yu Cao, Jae-sun Seo |
| 2017 | ICML | Scaling Up Sparse Support Vector Machines by Simultaneous Feature and Sample Reduction. | Weizhong Zhang, Bin Hong, Wei Liu, Jieping Ye, Deng Cai, Xiaofei He, Jie Wang |
| 2017 | IJCAI | Robust Asymmetric Bayesian Adaptive Matrix Factorization. | Xin Guo, Boyuan Pan, Deng Cai, Xiaofei He |
| 2017 | IJCAI | Link Prediction via Ranking Metric Dual-Level Attention Network Learning. | Zhou Zhao, Ben Gao, Vincent W. Zheng, Deng Cai, Xiaofei He, Yueting Zhuang |
| 2017 | IJCAI | Microblog Sentiment Classification via Recurrent Random Walk Network Learning. | Zhou Zhao, Hanqing Lu, Deng Cai, Xiaofei He, Yueting Zhuang |
| 2017 | IJCAI | Video Question Answering via Hierarchical Spatio-Temporal Attention Networks. | Zhou Zhao, Qifan Yang, Deng Cai, Xiaofei He, Yueting Zhuang |
| 2017 | ISCAS | A real-time 17-scale object detection accelerator with adaptive 2000-stage classification in 65nm CMOS. | Minkyu Kim, Abinash Mohanty, Deepak Kadetotad, Naveen Suda, Luning Wei, Pooja Saseendran, Xiaofei He, Yu Cao, Jae-sun Seo |
| 2016 | AAAI | Accelerated Sparse Linear Regression via Random Projection. | Weizhong Zhang, Lijun Zhang, Rong Jin, Deng Cai, Xiaofei He |
| 2016 | IJCAI | Non-Negative Matrix Factorization with Sinkhorn Distance. | Wei Qian, Bin Hong, Deng Cai, Xiaofei He, Xuelong Li |
| 2016 | IJCAI | Expert Finding for Community-Based Question Answering via Ranking Metric Network Learning. | Zhou Zhao, Qifan Yang, Deng Cai, Xiaofei He, Yueting Zhuang |
| 2016 | SIGMOD | Continuous Influence Maximization: What Discounts Should We Offer to Social Network Users? | Yu Yang, Xiangbo Mao, Jian Pei, Xiaofei He |
| 2016 | TrustCom | A Game-Theoretic Model on Coalitional Attacks in Smart Grid. | Xinyu Yang, Xiaofei He, Jie Lin, Wei Yu, Qingyu Yang |
| 2016 | SNPD | A novel microgrid based resilient Demand Response scheme in smart grid. | Xinyu Yang, Xiaofei He, Jie Lin, Wei Yu, Qingyu Yang |
| 2015 | IJCAI | Mobile Query Recommendation via Tensor Function Learning. | Zhou Zhao, Ruihua Song, Xing Xie, Xiaofei He, Yueting Zhuang |
| 2015 | IPCCC | Defending against Energy Dispatching Data integrity attacks in smart grid. | Xiaofei He, Xinyu Yang, Jie Lin, Linqiang Ge, Wei Yu, Qingyu Yang |
| 2014 | AAAI | Sparse Learning for Stochastic Composite Optimization. | Weizhong Zhang, Lijun Zhang, Yao Hu, Rong Jin, Deng Cai, Xiaofei He |
| 2014 | ICML | Geodesic Distance Function Learning via Heat Flow on Vector Fields. | Binbin Lin, Ji Yang, Xiaofei He, Jieping Ye |
| 2013 | ICML | O(logT) Projections for Stochastic Optimization of Smooth and Strongly Convex Functions. | Lijun Zhang, Tianbao Yang, Rong Jin, Xiaofei He |
| 2013 | ICML | Online Kernel Learning with a Near Optimal Sparsity Bound. | Lijun Zhang, Jinfeng Yi, Rong Jin, Ming Lin, Xiaofei He |
| 2013 | IJCAI | Active Learning Based on Local Representation. | Yao Hu, Debing Zhang, Zhongming Jin, Deng Cai, Xiaofei He |
| 2013 | IJCAI | Harmonious Hashing. | Bin Xu, Jiajun Bu, Yue Lin, Chun Chen, Xiaofei He, Deng Cai |
| 2013 | IJCAI | A Unified Approximate Nearest Neighbor Search Scheme by Combining Data Structure and Hashing. | Debing Zhang, Genmao Yang, Yao Hu, Zhongming Jin, Deng Cai, Xiaofei He |
| 2013 | WWW | Whom to mention: expand the diffusion of tweets by @ recommendation on micro-blogging systems. | Beidou Wang, Can Wang, Jiajun Bu, Chun Chen, Wei Vivian Zhang, Deng Cai, Xiaofei He |
| 2013 | SIGIR | A low rank structural large margin method for cross-modal ranking. | Xinyan Lu, Fei Wu, Siliang Tang, Zhongfei Zhang, Xiaofei He, Yueting Zhuang |
| 2012 | AAAI | Document Summarization Based on Data Reconstruction. | Zhanying He, Chun Chen, Jiajun Bu, Can Wang, Lijun Zhang, Deng Cai, Xiaofei He |
| 2012 | AAAI | Random Projection with Filtering for Nearly Duplicate Search. | Yue Lin, Rong Jin, Deng Cai, Xiaofei He |
| 2012 | AAAI | Efficient Online Learning for Large-Scale Sparse Kernel Logistic Regression. | Lijun Zhang, Rong Jin, Chun Chen, Jiajun Bu, Xiaofei He |
| 2012 | CVPR | Matrix completion by Truncated Nuclear Norm Regularization. | Debing Zhang, Yao Hu, Jieping Ye, Xuelong Li, Xiaofei He |
| 2012 | KDD | Accelerated singular value thresholding for matrix completion. | Yao Hu, Debing Zhang, Jun Liu, Jieping Ye, Xiaofei He |
| 2012 | KDD | Parallel field ranking. | Ming Ji, Binbin Lin, Xiaofei He, Deng Cai, Jiawei Han |
| 2011 | CVPR | Sparse concept coding for visual analysis. | Deng Cai, Hujun Bao, Xiaofei He |
| 2011 | CVPR | Non-negative local coordinate factorization for image representation. | Yan Chen, Hujun Bao, Xiaofei He |
| 2011 | SIGIR | Learning search tasks in queries and web pages via graph regularization. | Ming Ji, Jun Yan, Siyu Gu, Jiawei Han, Xiaofei He, Wei Vivian Zhang, Zheng Chen |
| 2011 | SIGIR | Efficient manifold ranking for image retrieval. | Bin Xu, Jiajun Bu, Chun Chen, Deng Cai, Xiaofei He, Wei Liu, Jiebo Luo |
| 2010 | AAAI | Gaussian Mixture Model with Local Consistency. | Jialu Liu, Deng Cai, Xiaofei He |
| 2010 | KDD | Unsupervised feature selection for multi-cluster data. | Deng Cai, Chiyuan Zhang, Xiaofei He |
| 2010 | WWW | Document recommendation in social tagging services. | Ziyu Guan, Can Wang, Jiajun Bu, Chun Chen, Kun Yang, Deng Cai, Xiaofei He |
| 2009 | CVPR | A unified active and semi-supervised learning framework for image compression. | Xiaofei He, Ming Ji, Hujun Bao |
| 2009 | ICCV | Active subspace learning. | Xiaofei He, Deng Cai |
| 2009 | ICML | Probabilistic dyadic data analysis with local and global consistency. | Deng Cai, Xuanhui Wang, Xiaofei He |
| 2009 | IJCAI | Locality Preserving Nonnegative Matrix Factorization. | Deng Cai, Xiaofei He, Xuanhui Wang, Hujun Bao, Jiawei Han |
| 2009 | IJCAI | Graph Embedding with Constraints. | Xiaofei He, Ming Ji, Hujun Bao |
| 2009 | WWW | Probabilistic question recommendation for question answering communities. | Mingcheng Qu, Guang Qiu, Xiaofei He, Cheng Zhang, Hao Wu, Jiajun Bu, Chun Chen |
| 2009 | WWW | News article extraction with template-independent wrapper. | Junfeng Wang, Xiaofei He, Can Wang, Jian Pei, Jiajun Bu, Chun Chen, Ziyu Guan, Gang Lu |
| 2009 | WWW | Advertising keyword generation using active learning. | Hao Wu, Guang Qiu, Xiaofei He, Yuan Shi, Mingcheng Qu, Jing Shen, Jiajun Bu, Chun Chen |
| 2009 | WWW | Tag-oriented document summarization. | Junyan Zhu, Can Wang, Xiaofei He, Jiajun Bu, Chun Chen, Shujie Shang, Mingcheng Qu, Gang Lu |
| 2008 | AAAI | Sparse Projections over Graph. | Deng Cai, Xiaofei He, Jiawei Han |
| 2008 | ICDE | Training Linear Discriminant Analysis in Linear Time. | Deng Cai, Xiaofei He, Jiawei Han |
| 2008 | ICDM | Non-negative Matrix Factorization on Manifold. | Deng Cai, Xiaofei He, Xiaoyun Wu, Jiawei Han |
| 2007 | AAAI | Isometric Projection. | Deng Cai, Xiaofei He, Jiawei Han |
| 2007 | CIKM | Regularized locality preserving indexing via spectral regression. | Deng Cai, Xiaofei He, Wei Vivian Zhang, Jiawei Han |
| 2007 | CVPR | Learning a Spatially Smooth Subspace for Face Recognition. | Deng Cai, Xiaofei He, Yuxiao Hu, Jiawei Han, Thomas S. Huang |
| 2007 | ICCV | Spectral Regression for Efficient Regularized Subspace Learning. | Deng Cai, Xiaofei He, Jiawei Han |
| 2007 | ICCV | Semi-supervised Discriminant Analysis. | Deng Cai, Xiaofei He, Jiawei Han |
| 2007 | ICDM | Spectral Regression: A Unified Approach for Sparse Subspace Learning. | Deng Cai, Xiaofei He, Jiawei Han |
| 2007 | ICDM | Efficient Kernel Discriminant Analysis via Spectral Regression. | Deng Cai, Xiaofei He, Jiawei Han |
| 2007 | IJCAI | Locality Sensitive Discriminant Analysis. | Deng Cai, Xiaofei He, Kun Zhou, Jiawei Han, Hujun Bao |
| 2007 | SIGIR | Laplacian optimal design for image retrieval. | Xiaofei He, Wanli Min, Deng Cai, Kun Zhou |
| 2007 | SIGIR | Query rewriting using active learning for sponsored search. | Wei Vivian Zhang, Xiaofei He, Benjamin Rey, Rosie Jones |
| 2006 | ISNN | Semi-supervised Support Vector Learning for Face Recognition. | Ke Lu, Xiaofei He, Jidong Zhao |
| 2006 | SIGIR | Tensor space model for document analysis. | Deng Cai, Xiaofei He, Jiawei Han |
| 2005 | ICCV | Neighborhood Preserving Embedding. | Xiaofei He, Deng Cai, Shuicheng Yan, HongJiang Zhang |
| 2005 | ICML | Statistical and computational analysis of locality preserving projection. | Xiaofei He, Deng Cai, Wanli Min |
| 2005 | KDD | Mining hidden community in heterogeneous social networks. | Deng Cai, Zheng Shao, Xiaofei He, Xifeng Yan, Jiawei Han |
| 2005 | SIGIR | Orthogonal locality preserving indexing. | Deng Cai, Xiaofei He |
| 2004 | CIS | Image Retrieval Using Dimensionality Reduction. | Ke Lu, Xiaofei He, Jiazhi Zeng |
| 2004 | SIGIR | Block-level link analysis. | Deng Cai, Xiaofei He, Ji-Rong Wen, Wei-Ying Ma |
| 2004 | SIGIR | Locality preserving indexing for document representation. | Xiaofei He, Deng Cai, Haifeng Liu, Wei-Ying Ma |
| 2003 | ICCV | Learning a Locality Preserving Subspace for Visual Recognition. | Xiaofei He, Shuicheng Yan, Yuxiao Hu, HongJiang Zhang |