Wang, Ziyi

36 publications

ICLR 2026 CoT Vectors: Transferring and Probing the Reasoning Mechanisms of LLMs Li Li, Ziyi Wang, Yongliang Wu, Jianfei Cai, Xu Yang

ICLR 2026 EGG-SR: Embedding Symbolic Equivalence into Symbolic Regression via Equality Graph Nan Jiang, Ziyi Wang, Yexiang Xue

ICLR 2026 Eigen-Agent: Adaptive Multi-Agent Scientific Reasoning with Monitor-Based RAG Xiangru Tang, Wanghan Xu, Yujie Wang, Zijie Guo, Yanjun Shao, Cixuan Zhang, Ziyi Wang, Lixin Zhang, Guancheng Wan, Zhenfei Yin, Wenlong Zhang, Lei Bai, Philip Torr, Hanrui Wang, Di Jin

ICLR 2026 Shop-R1: Rewarding LLMs to Simulate Human Behavior in Online Shopping via Reinforcement Learning Yimeng Zhang, Tian Wang, Jiri Gesi, Ziyi Wang, Yuxuan Lu, Jiacheng Lin, Simon Sinong Zhan, Vianne R. Gao, Ruochen Jiao, Junze Liu, Kun Qian, Yuxin Tang, Ran Xue, Houyu Zhang, Qingjun Cui, Yufan Guo, Dakuo Wang

TMLR 2026 SpikingMamba: Towards Energy-Efficient Large Language Models via Knowledge Distillation from Mamba Yulong Huang, Jianxiong Tang, Chao Wang, Ziyi Wang, Jianguo Zhang, Zhichao Lu, Bojun Cheng, Luziwei Leng

ICLR 2026 TaTToo: Tool-Grounded Thinking PRM for Test-Time Scaling in Tabular Reasoning Jiaru Zou, Soumya Roy, Vinay Kumar Verma, Ziyi Wang, David Wipf, Pan Lu, Sumit Negi, James Zou, Jingrui He

ICLR 2026 VUDG: A Dataset for Video Understanding Domain Generalization Ziyi Wang, Zhi Gao, Boxuan Yu, Zirui Dai, Peiyao Wang, Yuxiang Song, Qingyuan Lu, Jin Chen, Xinxiao Wu

ICLR 2025 Cauchy-Schwarz Regularizers Sueda Taner, Ziyi Wang, Christoph Studer

ECML-PKDD 2025 Few-Shot Graph Out-of-Distribution Detection with LLMs Haoyan Xu, Zhengtao Yao, Yushun Dong, Ziyi Wang, Ryan A. Rossi, Mengyuan Li, Yue Zhao

NeurIPS 2025 LLM Safety Alignment Is Divergence Estimation in Disguise Rajdeep Haldar, Ziyi Wang, Guang Lin, Yue Xing, Qifan Song

NeurIPS 2025 Linear Differential Vision Transformer: Learning Visual Contrasts via Pairwise Differentials Yifan Pu, Jixuan Ying, Qixiu Li, Tianzhu Ye, Dongchen Han, Xiaochen Wang, Ziyi Wang, Xinyu Shao, Gao Huang, Xiu Li

CVPRW 2025 NTIRE 2025 Challenge on Event-Based Image Deblurring: Methods and Results Lei Sun, Andrea Alfarano, Peiqi Duan, Shaolin Su, Kaiwei Wang, Boxin Shi, Radu Timofte, Danda Pani Paudel, Luc Van Gool, Qinglin Liu, Wei Yu, Xiaoqian Lv, Lu Yang, Shuigen Wang, Shengping Zhang, Xiangyang Ji, Long Bao, Yuqiang Yang, Jinao Song, Ziyi Wang, Shuang Wen, Heng Sun, Kean Liu, Mingchen Zhong, Senyan Xu, Zhijing Sun, Jiaying Zhu, Chengjie Ge, Xingbo Wang, Yidi Liu, Xin Lu, Xueyang Fu, Zheng-Jun Zha, Dawei Fan, Dafeng Zhang, Yong Yang, Siru Zhang, Qinghua Yang, Hao Kang, Huiyuan Fu, Heng Zhang, Hongyuan Yu, Zhijuan Huang, Shouyan Wei, Feng Li, Runmin Cong, Weiqi Luo, Mingyun Lin, Chenxu Jiang, Hongyi Liu, Lei Yu, Weilun Li, Jiajun Zhai, Tingting Lin, Shuang Ma, Sai Zhou, Zhanwen Liu, Yang Wang, Eiffel Chong, Nuwan Bandara, Thivya Kandappu, Archan Misra, Yihang Chen, Zhan Li, Weijun Yuan, Wenzhuo Wang, Boyang Yao, Zhanglu Chen, Yijing Sun, Tianjiao Wan, Zijian Gao, Qisheng Xu, Kele Xu, Yukun Zhang, Yu He, Xiaoyan Xie, Tao Fu, Yashu Guatamkumar Patel, Vihar Ramesh Jain, Divesh Basina, Rishik Ashili, Manish Kumar Manjhi, Sourav Kumar, Prinon Benny, Himanshu Ghunawat, B. Sri Sairam Gautam, Anett Varghese, Abhishek Yadav

ICCV 2025 Recognizing Actions from Robotic View for Natural Human-Robot Interaction Ziyi Wang, Peiming Li, Hong Liu, Zhichao Deng, Can Wang, Jun Liu, Junsong Yuan, Mengyuan Liu

CVPR 2025 SemGeoMo: Dynamic Contextual Human Motion Generation with Semantic and Geometric Guidance Peishan Cong, Ziyi Wang, Yuexin Ma, Xiangyu Yue

ICCV 2025 UST-SSM: Unified Spatio-Temporal State Space Models for Point Cloud Video Modeling Peiming Li, Ziyi Wang, Yulin Yuan, Hong Liu, Xiangming Meng, Junsong Yuan, Mengyuan Liu

CVPR 2025 UniPre3D: Unified Pre-Training of 3D Point Cloud Models with Cross-Modal Gaussian Splatting Ziyi Wang, Yanran Zhang, Jie Zhou, Jiwen Lu

NeurIPS 2024 Demystify Mamba in Vision: A Linear Attention Perspective Dongchen Han, Ziyi Wang, Zhuofan Xia, Yizeng Han, Yifan Pu, Chunjiang Ge, Jun Song, Shiji Song, Bo Zheng, Gao Huang

TMLR 2024 Enhancing Low-Precision Sampling via Stochastic Gradient Hamiltonian Monte Carlo Ziyi Wang, Yujie Chen, Qifan Song, Ruqi Zhang

CVPRW 2024 From Synthetic to Real: A Calibration-Free Pipeline for Few-Shot Raw Image Denoising Ruoqi Li, Chang Liu, Ziyi Wang, Yao Du, Jingjing Yang, Long Bao, Heng Sun

CVPRW 2024 MIPI 2024 Challenge on Few-Shot RAW Image Denoising: Methods and Results Xin Jin, Chunle Guo, Xiaoming Li, Zongsheng Yue, Chongyi Li, Shangchen Zhou, Ruicheng Feng, Yuekun Dai, Peiqing Yang, Chen Change Loy, Ruoqi Li, Chang Liu, Ziyi Wang, Yao Du, Jingjing Yang, Long Bao, Heng Sun, Xiangyu Kong, Xiaoxia Xing, Jinlong Wu, Yuanyang Xue, Hyunhee Park, Sejun Song, Changho Kim, Jingfan Tan, Wenhan Luo, Zikun Liu, Mingde Qiao, Junjun Jiang, Kui Jiang, Yao Xiao, Chuyang Sun, Jinhui Hu, Weijian Ruan, Yubo Dong, Kai Chen, Hyejeong Jo, Jiahao Qin, Bingjie Han, Pinle Qin, Rui Chai, Pengyuan Wang

CVPR 2024 RecDiffusion: Rectangling for Image Stitching with Diffusion Models Tianhao Zhou, Haipeng Li, Ziyi Wang, Ao Luo, Chen-Lin Zhang, Jiajun Li, Bing Zeng, Shuaicheng Liu

NeurIPS 2024 SelectIT: Selective Instruction Tuning for LLMs via Uncertainty-Aware Self-Reflection Liangxin Liu, Xuebo Liu, Derek F. Wong, Dongfang Li, Ziyi Wang, Baotian Hu, Min Zhang

NeurIPS 2024 XMask3D: Cross-Modal Mask Reasoning for Open Vocabulary 3D Semantic Segmentation Ziyi Wang, Yanbo Wang, Xumin Yu, Jie Zhou, Jiwen Lu

NeurIPSW 2023 Enhancing Low-Precision Sampling via Stochastic Gradient Hamiltonian Monte Carlo Ziyi Wang, Yujie Chen, Ruqi Zhang, Qifan Song

ICCV 2023 Take-a-Photo: 3D-to-2D Generative Pre-Training of Point Cloud Models Ziyi Wang, Xumin Yu, Yongming Rao, Jie Zhou, Jiwen Lu

ECCVW 2022 Bootstrap Generalization Ability from Loss Landscape Perspective Huanran Chen, Shitong Shao, Ziyi Wang, Zirui Shang, Jin Chen, Xiaofeng Ji, Xinxiao Wu

NeurIPS 2022 P2P: Tuning Pre-Trained Image Models for Point Cloud Analysis with Point-to-Pixel Prompting Ziyi Wang, Xumin Yu, Yongming Rao, Jie Zhou, Jiwen Lu

CVPR 2022 SemAffiNet: Semantic-Affine Transformation for Point Cloud Segmentation Ziyi Wang, Yongming Rao, Xumin Yu, Jie Zhou, Jiwen Lu

L4DC 2021 Adaptive Risk Sensitive Model Predictive Control with Stochastic Search Ziyi Wang, Oswin So, Keuntaek Lee, Evangelos A. Theodorou

ICML 2021 Learning in Nonzero-Sum Stochastic Games with Potentials David H Mguni, Yutong Wu, Yali Du, Yaodong Yang, Ziyi Wang, Minne Li, Ying Wen, Joel Jennings, Jun Wang

ICLR 2021 NOVAS: Non-Convex Optimization via Adaptive Stochastic Search for End-to-End Learning and Control Ioannis Exarchos, Marcus Aloysius Pereira, Ziyi Wang, Evangelos Theodorou

CVPR 2021 PV-RAFT: Point-Voxel Correlation Fields for Scene Flow Estimation of Point Clouds Yi Wei, Ziyi Wang, Yongming Rao, Jiwen Lu, Jie Zhou

ICCV 2021 PoinTr: Diverse Point Cloud Completion with Geometry-Aware Transformers Xumin Yu, Yongming Rao, Ziyi Wang, Zuyan Liu, Jiwen Lu, Jie Zhou

ICCV 2021 Towards Interpretable Deep Metric Learning with Structural Matching Wenliang Zhao, Yongming Rao, Ziyi Wang, Jiwen Lu, Jie Zhou

L4DC 2020 Feynman-Kac Neural Network Architectures for Stochastic Control Using Second-Order FBSDE Theory Marcus Pereira, Ziyi Wang, Tianrong Chen, Emily Reed, Evangelos Theodorou

CoRL 2020 Safe Optimal Control Using Stochastic Barrier Functions and Deep Forward-Backward SDEs Marcus Pereira, Ziyi Wang, Ioannis Exarchos, Evangelos Theodorou