Zhou, Jinxin

12 publications

TMLR 2026 Improving Visual Discriminability of CLIP for Training-Free Open-Vocabulary Semantic Segmentation Jinxin Zhou, Jiachen Jiang, Zhihui Zhu

CPAL 2025 A Validation Approach to Over-Parameterized Matrix and Image Recovery Lijun Ding, Zhen Qin, Liwei Jiang, Jinxin Zhou, Zhihui Zhu

NeurIPS 2025 Analyzing Fine-Grained Alignment and Enhancing Vision Understanding in Multimodal Language Models Jiachen Jiang, Jinxin Zhou, Bo Peng, Xia Ning, Zhihui Zhu

CPAL 2025 Are All Layers Created Equal: A Neural Collapse Perspective Jinxin Zhou, Jiachen Jiang, Zhihui Zhu

ICLR 2025 Tracing Representation Progression: Analyzing and Enhancing Layer-Wise Similarity Jiachen Jiang, Jinxin Zhou, Zhihui Zhu

CVPR 2024 DREAM: Diffusion Rectification and Estimation-Adaptive Models Jinxin Zhou, Tianyu Ding, Tianyi Chen, Jiachen Jiang, Ilya Zharkov, Zhihui Zhu, Luming Liang

ICML 2024 Generalized Neural Collapse for a Large Number of Classes Jiachen Jiang, Jinxin Zhou, Peng Wang, Qing Qu, Dustin G. Mixon, Chong You, Zhihui Zhu

NeurIPSW 2024 On Layer-Wise Representation Similarity: Application for Multi-Exit Models with a Single Classifier Jiachen Jiang, Jinxin Zhou, Zhihui Zhu

TMLR 2024 Understanding and Improving Transfer Learning of Deep Models via Neural Collapse Xiao Li, Sheng Liu, Jinxin Zhou, Xinyu Lu, Carlos Fernandez-Granda, Zhihui Zhu, Qing Qu

NeurIPS 2022 Are All Losses Created Equal: A Neural Collapse Perspective Jinxin Zhou, Chong You, Xiao Li, Kangning Liu, Sheng Liu, Qing Qu, Zhihui Zhu

ICML 2022 On the Optimization Landscape of Neural Collapse Under MSE Loss: Global Optimality with Unconstrained Features Jinxin Zhou, Xiao Li, Tianyu Ding, Chong You, Qing Qu, Zhihui Zhu

NeurIPS 2021 A Geometric Analysis of Neural Collapse with Unconstrained Features Zhihui Zhu, Tianyu Ding, Jinxin Zhou, Xiao Li, Chong You, Jeremias Sulam, Qing Qu