Adapting Object Detectors with Conditional Domain Normalization. - Peng Su; Kun Wang; Xingyu Zeng; Shixiang Tang; Dapeng Chen; Di Qiu; Xiaogang Wang 001 (ECCV (11), 2020)

Gradient Regularized Contrastive Learning for Continual Domain Adaptation. - Peng Su; Shixiang Tang; Peng Gao 007; Di Qiu; Ni Zhao; Xiaogang Wang 001 (CoRR, 2020)

Gradient Regularized Contrastive Learning for Continual Domain Adaptation. - Shixiang Tang; Peng Su; Dapeng Chen; Wanli Ouyang (AAAI, 2021)

Mutual CRF-GNN for Few-Shot Learning. - Shixiang Tang; Dapeng Chen; Lei Bai 001; Kaijian Liu; Yixiao Ge; Wanli Ouyang (CVPR, 2021)

Layerwise Optimization by Gradient Decomposition for Continual Learning. - Shixiang Tang; Dapeng Chen; Jinguo Zhu; Shijie Yu; Wanli Ouyang (CVPR, 2021)

Complementary Relation Contrastive Distillation. - Jinguo Zhu; Shixiang Tang; Dapeng Chen; Shijie Yu; Yakun Liu; Mingzhe Rong; Aijun Yang; Xiaohua Wang 001 (CVPR, 2021)

Online Pseudo Label Generation by Hierarchical Cluster Dynamics for Adaptive Person Re-identification. - Yi Zheng; Shixiang Tang; Guolong Teng; Yixiao Ge; Kaijian Liu; Jing Qin 001; Donglian Qi; Dapeng Chen (ICCV, 2021)

Continual Representation Learning for Biometric Identification. - Bo Zhao; Shixiang Tang; Dapeng Chen; Hakan Bilen; Rui Zhao 001 (WACV, 2021)

Multiple Domain Experts Collaborative Learning: Multi-Source Domain Generalization For Person Re-Identification. - Shijie Yu; Feng Zhu 006; Dapeng Chen; Rui Zhao 001; Haobin Chen; Shixiang Tang; Jinguo Zhu; Yu Qiao 001 (CoRR, 2021)

Revisiting the Transferability of Supervised Pretraining: an MLP Perspective. - Yizhou Wang 007; Shixiang Tang; Feng Zhu 006; Lei Bai 001; Rui Zhao 001; Donglian Qi; Wanli Ouyang (CVPR, 2022)

Feature Erasing and Diffusion Network for Occluded Person Re-Identification. - Zhikang Wang; Feng Zhu 006; Shixiang Tang; Rui Zhao 001; Lihuo He; Jiangning Song (CVPR, 2022)

Unifying Visual Contrastive Learning for Object Recognition from a Graph Perspective. - Shixiang Tang; Feng Zhu 006; Lei Bai 001; Rui Zhao 001; Chenyu Wang 001; Wanli Ouyang (ECCV (26), 2022)

Relative Contrastive Loss for Unsupervised Representation Learning. - Shixiang Tang; Feng Zhu 006; Lei Bai 001; Rui Zhao 001; Wanli Ouyang (ECCV (27), 2022)

Domain Invariant Masked Autoencoders for Self-supervised Learning from Multi-domains. - Haiyang Yang; Shixiang Tang; Meilin Chen; Yizhou Wang 007; Feng Zhu 006; Lei Bai 001; Rui Zhao 001; Wanli Ouyang (ECCV (31), 2022)

Unsupervised Object Detection Pretraining with Joint Object Priors Generation and Detector Learning. - Yizhou Wang 007; Meilin Chen; Shixiang Tang; Feng Zhu 006; Haiyang Yang; Lei Bai 001; Rui Zhao 001; Yunfeng Yan; Donglian Qi; Wanli Ouyang (NeurIPS, 2022)

UniHCP: A Unified Model for Human-Centric Perceptions. - Yuanzheng Ci; Yizhou Wang 007; Meilin Chen; Shixiang Tang; Lei Bai 001; Feng Zhu 006; Rui Zhao 001; Fengwei Yu; Donglian Qi; Wanli Ouyang (CVPR, 2023)

HumanBench: Towards General Human-Centric Perception with Projector Assisted Pretraining. - Shixiang Tang; Cheng Chen; Qingsong Xie; Meilin Chen; Yizhou Wang 007; Yuanzheng Ci; Lei Bai 001; Feng Zhu 006; Haiyang Yang; Li Yi; Rui Zhao 001; Wanli Ouyang (CVPR, 2023)

Trust Your Partner's Friends: Hierarchical Cross-Modal Contrastive Pre-Training for Video-Text Retrieval. - Yuhan Xiang; Kaijian Liu; Shixiang Tang; Lei Bai 001; Feng Zhu 006; Rui Zhao 001; Xianming Lin (ICASSP, 2023)

Cycle-consistent Masked AutoEncoder for Unsupervised Domain Generalization. - Haiyang Yang; Xiaotong Li; Shixiang Tang; Feng Zhu 006; Yizhou Wang 007; Meilin Chen; Lei Bai 001; Rui Zhao 001; Wanli Ouyang (ICLR, 2023)

Saliency Guided Contrastive Learning on Scene Images. - Meilin Chen; Yizhou Wang 007; Shixiang Tang; Feng Zhu 006; Haiyang Yang; Lei Bai 001; Rui Zhao 001; Donglian Qi; Wanli Ouyang (CoRR, 2023)

Retrieve Anyone: A General-purpose Person Re-identification Task with Instructions. - Weizhen He; Shixiang Tang; Yiheng Deng; Qihao Chen; Qingsong Xie; Yizhou Wang 007; Lei Bai 001; Feng Zhu 006; Rui Zhao 001; Wanli Ouyang; Donglian Qi; Yunfeng Yan (CoRR, 2023)

MotionGPT: Finetuned LLMs Are General-Purpose Motion Generators. - Yaqi Zhang; Di Huang; Bin Liu 016; Shixiang Tang; Yan Lu 001; Lu Chen 001; Lei Bai 001; Qi Chu 001; Nenghai Yu; Wanli Ouyang (AAAI, 2024)

Instruct-ReID: A Multi-Purpose Person Re-Identification Task with Instructions. - Weizhen He; Yiheng Deng; Shixiang Tang; Qihao Chen; Qingsong Xie; Yizhou Wang 007; Lei Bai 001; Feng Zhu 006; Rui Zhao 001; Wanli Ouyang; Donglian Qi; Yunfeng Yan (CVPR, 2024)

LEAD: Exploring Logit Space Evolution for Model Selection. - Zixuan Hu; Xiaotong Li; Shixiang Tang; Jun Liu 036; Yichun Hu; Ling-Yu Duan (CVPR, 2024)

UniPAD: A Universal Pre-Training Paradigm for Autonomous Driving. - Honghui Yang; Sha Zhang 002; Di Huang; Xiaoyang Wu 002; Haoyi Zhu; Tong He 001; Shixiang Tang; Hengshuang Zhao; Qibo Qiu; Binbin Lin; Xiaofei He 001; Wanli Ouyang (CVPR, 2024)

DetToolChain: A New Prompting Paradigm to Unleash Detection Ability of MLLM. - Yixuan Wu; Yizhou Wang 007; Shixiang Tang; Wenhao Wu; Tong He 001; Wanli Ouyang; Philip Torr 001; Jian Wu 001 (ECCV (32), 2024)

Agent3D-Zero: An Agent for Zero-Shot 3D Understanding. - Sha Zhang 002; Di Huang; Jiajun Deng; Shixiang Tang; Wanli Ouyang; Tong He 001; Yanyong Zhang (ECCV (19), 2024)

AFBench: A Large-scale Benchmark for Airfoil Design. - Jian Liu 036; Jianyu Wu; Hairun Xie; Guoqing Zhang; Jing Wang; Wei Liu 123; Wanli Ouyang; Junjun Jiang; Xianming Liu; Shixiang Tang; Miao Zhang (NeurIPS, 2024)

A Comprehensive Survey on 3D Content Generation. - Jian Liu 036; Xiaoshui Huang; Tianyu Huang; Lu Chen 001; Yuenan Hou; Shixiang Tang; Ziwei Liu 002; Wanli Ouyang; Wangmeng Zuo; Junjun Jiang; Xianming Liu (CoRR, 2024)

SCott: Accelerating Diffusion Models with Stochastic Consistency Distillation. - Hongjian Liu; Qingsong Xie; Zhijie Deng; Chen Chen 015; Shixiang Tang; Fueyang Fu; Zhengjun Zha; Haonan Lu (CoRR, 2024)

Instruct-ReID++: Towards Universal Purpose Instruction-Guided Person Re-identification. - Weizhen He; Yiheng Deng; Yunfeng Yan; Feng Zhu 006; Yizhou Wang 007; Lei Bai 001; Qingsong Xie; Donglian Qi; Wanli Ouyang; Shixiang Tang (CoRR, 2024)

MLCM: Multistep Consistency Distillation of Latent Diffusion Model. - Qingsong Xie; Zhenyi Liao; Chen Chen 015; Zhijie Deng; Shixiang Tang; Haonan Lu (CoRR, 2024)

Holistic-Motion2D: Scalable Whole-body Human Motion Generation in 2D Space. - Yuan Wang; Zhao Wang 006; Junhao Gong; Di Huang; Tong He 001; Wanli Ouyang; Jile Jiao; Xuetao Feng; Qi Dou 001; Shixiang Tang; Dan Xu 002 (CoRR, 2024)

DiffFluid: Plain Diffusion Models are Effective Predictors of Flow Dynamics. - Dongyu Luo; Jianyu Wu; Jing Wang; Hairun Xie; Xiangyu Yue 001; Shixiang Tang (CoRR, 2024)

Two Heads Are Better Than One: A Multi-Agent System Has the Potential to Improve Scientific Idea Generation. - Haoyang Su; Renqi Chen; Shixiang Tang; Xinzhe Zheng 001; Jingzhe Li; Zhenfei Yin; Wanli Ouyang; Nanqing Dong (CoRR, 2024)

MotionGPT-2: A General-Purpose Motion-Language Model for Motion Generation and Understanding. - Yuan Wang; Di Huang; Yaqi Zhang; Wanli Ouyang; Jile Jiao; Xuetao Feng; Yan Zhou 003; Pengfei Wan 001; Shixiang Tang; Dan Xu 002 (CoRR, 2024)

Zero-Knowledge Proof Vulnerability Analysis and Security Auditing. - Xueyan Tang; Lingzhi Shi; Xun Wang; Kyle Charbonnet; Shixiang Tang; Shixiao Sun (IACR Cryptol. ePrint Arch., 2024)

Relation-Aware Distribution Representation Network for Person Clustering With Multiple Modalities. - Kaijian Liu; Shixiang Tang; Ziyue Li 002; Zhishuai Li; Lei Bai 001; Feng Zhu 006; Rui Zhao 001 (IEEE Trans. Multim., 2024)

SCott: Accelerating Diffusion Models with Stochastic Consistency Distillation. - Hongjian Liu; Qingsong Xie; Tianxiang Ye; Zhijie Deng; Chen Chen 015; Shixiang Tang; Xueyang Fu; Haonan Lu; Zheng-Jun Zha (AAAI, 2025)

Many Heads Are Better Than One: Improved Scientific Idea Generation by A LLM-Based Multi-Agent System. - Haoyang Su; Renqi Chen; Shixiang Tang; Zhenfei Yin; Xinzhe Zheng 001; Jinzhe Li; Biqing Qi; Qi Wu; Hui Li 037; Wanli Ouyang; Philip Torr 001; Bowen Zhou 002; et al. (ACL (1), 2025)

A lightweight model for long-term multivariate time series forecasting via high-dimensional feature maps. - Shixiang Tang; Yepeng Guan (Appl. Soft Comput., 2025)

Adept: Annotation-denoising auxiliary tasks with discrete cosine transform map and keypoint for human-centric pretraining. - Weizhen He; Yunfeng Yan; Shixiang Tang; Yiheng Deng; Yangyang Zhong; Pengxin Luo; Donglian Qi (Neurocomputing, 2025)

Acquisition through My Eyes and Steps: A Joint Predictive Agent Model in Egocentric Worlds. - Lu Chen 001; Yizhou Wang 007; Shixiang Tang; Qianhong Ma; Tong He 001; Wanli Ouyang; Xiaowei Zhou 001; Hujun Bao; Sida Peng (CoRR, 2025)

Human-Centric Foundation Models: Perception, Generation and Agentic Modeling. - Shixiang Tang; Yizhou Wang 007; Lu Chen 001; Yuan Wang; Sida Peng; Dan Xu 002; Wanli Ouyang (CoRR, 2025)

FuncGenFoil: Airfoil Generation and Editing Model in Function Space. - Jinouwen Zhang; Junjie Ren; Aobo Yang; Yan Lu 001; Lu Chen 001; Hairun Xie; Jing Wang; Miao Zhang; Wanli Ouyang; Shixiang Tang (CoRR, 2025)

ResearchBench: Benchmarking LLMs in Scientific Discovery via Inspiration-Based Task Decomposition. - Yujie Liu; Zonglin Yang 001; Tong Xie; Jinjie Ni; Ben Gao; Yuqiang Li; Shixiang Tang; Wanli Ouyang; Erik Cambria; Dongzhan Zhou (CoRR, 2025)

GMAI-VL-R1: Harnessing Reinforcement Learning for Multimodal Medical Reasoning. - Yanzhou Su; Tianbin Li; Jiyao Liu; Chenglong Ma; Junzhi Ning; Cheng Tang; Sibo Ju; Jin Ye 002; Pengcheng Chen; Ming Hu; Shixiang Tang; Lihao Liu; et al. (CoRR, 2025)

CMT: A Cascade MAR with Topology Predictor for Multimodal Conditional CAD Generation. - Jianyu Wu; Yizhou Wang 007; Xiangyu Yue 001; Xinzhu Ma; Jingyang Guo; Dongzhan Zhou; Wanli Ouyang; Shixiang Tang (CoRR, 2025)

Point2Primitive: CAD Reconstruction from Point Cloud by Direct Primitive Prediction. - Cheng Wang; Xinzhu Ma; Bin Wang; Shixiang Tang; Yuan Meng; Ping Jiang (CoRR, 2025)

MLLM-based Discovery of Intrinsic Coordinates and Governing Equations from High-Dimensional Data. - Ruikun Li 008; Yan Lu 001; Shixiang Tang; Biqing Qi; Wanli Ouyang (CoRR, 2025)

AI-Driven Automation Can Become the Foundation of Next-Era Science of Science Research. - Renqi Chen; Haoyang Su; Shixiang Tang; Zhenfei Yin; Qi Wu; Hui Li 037; Ye Sun; Nanqing Dong; Wanli Ouyang; Philip Torr 001 (CoRR, 2025)

CPRet: A Dataset, Benchmark, and Model for Retrieval in Competitive Programming. - Han Deng; Yuan Meng; Shixiang Tang; Wanli Ouyang; Xinzhu Ma (CoRR, 2025)

Beyond Entropy: Region Confidence Proxy for Wild Test-Time Adaptation. - Zixuan Hu; Yichun Hu; Xiaotong Li; Shixiang Tang; Ling-Yu Duan (CoRR, 2025)

LabUtopia: High-Fidelity Simulation and Hierarchical Benchmark for Scientific Embodied Agents. - Rui Li; Zixuan Hu; Wenxi Qu; Jinouwen Zhang; Zhenfei Yin; Sha Zhang 002; Xuantuo Huang; Hanqing Wang; Tai Wang; Jiangmiao Pang; Wanli Ouyang; Lei Bai 001; et al. (CoRR, 2025)

Scientists' First Exam: Probing Cognitive Abilities of MLLM via Perception, Understanding, and Reasoning. - Yuhao Zhou; Yiheng Wang; Xuming He; Ruoyao Xiao; Zhiwei Li; Qiantai Feng; Zijie Guo; Yuejin Yang; Hao Wu; Wenxuan Huang 001; Jiaqi Wei; Dan Si; et al. (CoRR, 2025)

PhysUniBench: An Undergraduate-Level Physics Reasoning Benchmark for Multimodal Models. - Lintao Wang; Encheng Su; Jiaqi Liu; Pengze Li; Peng Xia; Jiabei Xiao; Wenlong Zhang; Xinnan Dai; Xi Chen 004; Yuan Meng; Mingyu Ding; Lei Bai 001; et al. (CoRR, 2025)

Dynamic Knowledge Exchange and Dual-diversity Review: Concisely Unleashing the Potential of a Multi-Agent Research Team. - Weilun Yu; Shixiang Tang; Yonggui Huang; Nanqing Dong; Li Fan; Honggang Qi; Wei Liu 123; Xiaoli Diao; Xi Chen 004; Wanli Ouyang (CoRR, 2025)

Position: Intelligent Science Laboratory Requires the Integration of Cognitive and Embodied AI. - Sha Zhang 002; Suorong Yang; Tong Xie; Xiangyuan Xue; Zixuan Hu; Rui Li; Wenxi Qu; Zhenfei Yin; Tianfan Fu; Di Hu 001; Andres M. Bran; Nian Ran; et al. (CoRR, 2025)

MotionGPT3: Human Motion as a Second Modality. - Bingfan Zhu; Biao Jiang; Sunyi Wang; Shixiang Tang; Tao Chen 003; Linjie Luo; Youyi Zheng; Xin Chen 040 (CoRR, 2025)

Instruct-ReID++: Towards Universal Purpose Instruction-Guided Person Re-Identification. - Weizhen He; Yiheng Deng; Yunfeng Yan; Feng Zhu 006; Yizhou Wang 007; Lei Bai 001; Qingsong Xie; Rui Zhao 001; Donglian Qi; Wanli Ouyang; Shixiang Tang (IEEE Trans. Pattern Anal. Mach. Intell., 2025)

Hulk: A Universal Knowledge Translator for Human-Centric Tasks. - Yizhou Wang 007; Yixuan Wu; Weizhen He; Xun Guo; Feng Zhu 006; Lei Bai 001; Rui Zhao 001; Jian Wu 001; Tong He 001; Wanli Ouyang; Shixiang Tang (IEEE Trans. Pattern Anal. Mach. Intell., 2025)

Finetuning Large Language Model as an Effective Symbolic Regressor. - Yingfan Hua; Ruikun Li 008; Jun Yao; Guohang Zhuang; Shixiang Tang; Bin Liu 016; Wanli Ouyang; Yan Lu 001 (CoRR, 2025)