Robust Auto-Weighted Multi-View Clustering. - Pengzhen Ren; Yun Xiao; Pengfei Xu 003; Jun Guo; Xiaojiang Chen; Xin Wang 004; Dingyi Fang (IJCAI, 2018)

RS3CIS: Robust Single-Step Spectral Clustering with Intrinsic Subspace. - Yun Xiao; Pengzhen Ren; Zhihui Li 001; Xiaojiang Chen; Xin Wang 004; Dingyi Fang (AAAI, 2019)

A Survey of Deep Active Learning. - Pengzhen Ren; Yun Xiao; Xiaojun Chang; Po-Yao Huang 001; Zhihui Li 001; Xiaojiang Chen; Xin Wang 004 (CoRR, 2020)

Structured Optimal Graph-Based Clustering With Flexible Embedding. - Pengzhen Ren; Yun Xiao; Xiaojun Chang; Mahesh Prakash; Feiping Nie 001; Xin Wang 004; Xiaojiang Chen (IEEE Trans. Neural Networks Learn. Syst., 2020)

Person Search Challenges and Solutions: A Survey. - Xiangtan Lin; Pengzhen Ren; Yun Xiao; Xiaojun Chang; Alex Hauptmann 001 (IJCAI, 2021)

NAS-TC: Neural Architecture Search on Temporal Convolutions for Complex Action Recognition. - Pengzhen Ren; Gang Xiao; Xiaojun Chang; Yun Xiao; Zhihui Li 001; Xiaojiang Chen (CoRR, 2021)

Scene Graphs: A Survey of Generations and Applications. - Xiaojun Chang; Pengzhen Ren; Pengfei Xu 003; Zhihui Li 001; Xiaojiang Chen; Alex Hauptmann 001 (CoRR, 2021)

Unsupervised Person Re-Identification: A Systematic Survey of Challenges and Solutions. - Xiangtan Lin; Pengzhen Ren; Chung-Hsing Yeh; Lina Yao 001; Andy Song; Xiaojun Chang (CoRR, 2021)

Beyond Fixation: Dynamic Window Visual Transformer. - Pengzhen Ren; Changlin Li; Guangrun Wang; Yun Xiao; Qing Du; Xiaodan Liang; Xiaojun Chang (CVPR, 2022)

A Comprehensive Survey of Neural Architecture Search: Challenges and Solutions. - Pengzhen Ren; Yun Xiao; Xiaojun Chang; Poyao Huang 001; Zhihui Li 001; Xiaojiang Chen; Xin Wang 004 (ACM Comput. Surv., 2022)

A Survey of Deep Active Learning. - Pengzhen Ren; Yun Xiao; Xiaojun Chang; Po-Yao Huang 001; Zhihui Li 001; Brij B. Gupta; Xiaojiang Chen; Xin Wang 004 (ACM Comput. Surv., 2022)

Deformable attention-oriented feature pyramid network for semantic segmentation. - Lei Lu; Yun Xiao; Xiaojun Chang; Xuanhong Wang; Pengzhen Ren; Zhe Ren (Knowl. Based Syst., 2022)

CapDet: Unifying Dense Captioning and Open-World Detection Pretraining. - Yanxin Long; Youpeng Wen; Jianhua Han; Hang Xu 004; Pengzhen Ren; Wei Zhang 196; Shen Zhao; Xiaodan Liang (CVPR, 2023)

MixReorg: Cross-Modal Mixed Patch Reorganization is a Good Mask Learner for Open-World Semantic Segmentation. - Kaixin Cai; Pengzhen Ren; Yi Zhu 004; Hang Xu 004; Jianzhuang Liu; Changlin Li; Guangrun Wang; Xiaodan Liang (ICCV, 2023)

ViewCo: Discovering Text-Supervised Segmentation Masks via Multi-View Semantic Consistency. - Pengzhen Ren; Changlin Li; Hang Xu 004; Yi Zhu 004; Guangrun Wang; Jianzhuang Liu; Xiaojun Chang; Xiaodan Liang (ICLR, 2023)

RM-PRT: Realistic Robotic Manipulation Simulator and Benchmark with Progressive Reasoning Tasks. - Pengzhen Ren; Kaidong Zhang; Hetao Zheng; Zixuan Li; Yuhang Wen 001; Fengda Zhu; Mas Ma; Xiaodan Liang (CoRR, 2023)

A Comprehensive Survey of Scene Graphs: Generation and Application. - Xiaojun Chang; Pengzhen Ren; Pengfei Xu 003; Zhihui Li 001; Xiaojiang Chen; Alex Hauptmann 001 (IEEE Trans. Pattern Anal. Mach. Intell., 2023)

PIVOT-R: Primitive-Driven Waypoint-Aware World Model for Robotic Manipulation. - Kaidong Zhang; Pengzhen Ren; Bingqian Lin; Junfan Lin; Shikui Ma; Hang Xu 004; Xiaodan Liang (NeurIPS, 2024)

OV-DINO: Unified Open-Vocabulary Detection with Language-Aware Selective Fusion. - Hao Wang 050; Pengzhen Ren; Zequn Jie; Xiao Dong; Chengjian Feng; Yinlong Qian; Lin Ma 002; Dongmei Jiang; Yaowei Wang 001; Xiangyuan Lan; Xiaodan Liang (CoRR, 2024)

InfiniteWorld: A Unified Scalable Simulation Framework for General Visual-Language Robot Interaction. - Pengzhen Ren; Min Li; Zhen Luo; Xinshuai Song; Ziwei Chen; Weijia Liufu; Yixuan Yang; Hao Zheng; Rongtao Xu; Zitong Huang; Tongsheng Ding; Luyang Xie; et al. (CoRR, 2024)

DisCo: Discovering Common Affordance from Large Models for Actionable Part Perception. - Youpeng Wen; Yi Zhu 004; Zhihao Zhan; Pengzhen Ren; Jianhua Han; Hang Xu 004; Shen Zhao; Xiaodan Liang (WACV, 2025)

RoBridge: A Hierarchical Architecture Bridging Cognition and Execution for General Robotic Manipulation. - Kaidong Zhang; Rongtao Xu; Pengzhen Ren; Junfan Lin; Hefeng Wu; Liang Lin; Xiaodan Liang (CoRR, 2025)