SPFormer: Enhancing Vision Transformer with Superpixel Representation - Jieru Mei; Liang-Chieh Chen; Alan L. Yuille; Cihang Xie (Trans. Mach. Learn. Res., 2025)

AttnGCG: Enhancing Jailbreaking Attacks on LLMs with Attention Manipulation - Zijun Wang; Haoqin Tu; Jieru Mei; Bingchen Zhao; Yisen Wang; Cihang Xie (Trans. Mach. Learn. Res., 2025)

Mamba-Reg: Vision Mamba Also Needs Registers - Feng Wang; Jiahao Wang; Sucheng Ren; Guoyizhe Wei; Jieru Mei; Wei Shao; Yuyin Zhou; Alan L. Yuille; Cihang Xie (IEEE/CVF Conference on Computer Vision and Pattern Recognition, CVPR 2025, Nashville, TN, USA, June 11-15, 2025, 2025)

Autoregressive Pretraining with Mamba in Vision - Sucheng Ren; Xianhang Li; Haoqin Tu; Feng Wang; Fangxun Shu; Lei Zhang; Jieru Mei; Linjie Yang; Peng Wang; Heng Wang; Alan L. Yuille; Cihang Xie (The Thirteenth International Conference on Learning Representations, ICLR 2025, Singapore, April 24-28, 2025, 2025)

STAR-1: Safer Alignment of Reasoning LLMs with 1K Data - Zijun Wang; Haoqin Tu; Yuhan Wang; Juncheng Wu; Jieru Mei; Brian R. Bartoldson; Bhavya Kailkhura; Cihang Xie (CoRR, 2025)

TransUNet: Rethinking the U-Net architecture design for medical image segmentation through the lens of transformers - Jieneng Chen; Jieru Mei; Xianhang Li; Yongyi Lu; Qihang Yu; Qingyue Wei; Xiangde Luo; Yutong Xie; Ehsan Adeli; Yan Wang; Matthew P. Lungren; Shaoting Zhang; et al. (Medical Image Anal., 2024)

FedConv: Enhancing Convolutional Neural Networks for Handling Data Heterogeneity in Federated Learning - Peiran Xu; Zeyu Wang; Jieru Mei; Liangqiong Qu; Alan L. Yuille; Cihang Xie; Yuyin Zhou (Trans. Mach. Learn. Res., 2024)

Masked Autoencoders are Secretly Efficient Learners - Zihao Wei; Chen Wei; Jieru Mei; Yutong Bai; Zeyu Wang; Xianhang Li; Hongru Zhu; Huiyu Wang; Alan L. Yuille; Yuyin Zhou; Cihang Xie (IEEE/CVF Conference on Computer Vision and Pattern Recognition, CVPR 2024 - Workshops, Seattle, WA, USA, June 17-18, 2024, 2024)

A Semantic Space is Worth 256 Language Descriptions: Make Stronger Segmentation Models with Descriptive Properties - Junfei Xiao; Ziqi Zhou; Wenxuan Li; Shiyi Lan; Jieru Mei; Zhiding Yu; Bingchen Zhao; Alan L. Yuille; Yuyin Zhou; Cihang Xie (Computer Vision - ECCV 2024 - 18th European Conference, Milan, Italy, September 29-October 4, 2024, Proceedings, Part XXXVIII, 2024)

SCLIP: Rethinking Self-Attention for Dense Vision-Language Inference - Feng Wang; Jieru Mei; Alan L. Yuille (Computer Vision - ECCV 2024 - 18th European Conference, Milan, Italy, September 29-October 4, 2024, Proceedings, Part XXI, 2024)

From Pixels to Objects: A Hierarchical Approach for Part and Object Segmentation Using Local and Global Aggregation - Yunfei Xie; Cihang Xie; Alan L. Yuille; Jieru Mei (Computer Vision - ECCV 2024 - 18th European Conference, Milan, Italy, September 29-October 4, 2024, Proceedings, Part LXVI, 2024)

Tuning LayerNorm in Attention: Towards Efficient Multi-Modal LLM Finetuning - Bingchen Zhao; Haoqin Tu; Chen Wei; Jieru Mei; Cihang Xie (The Twelfth International Conference on Learning Representations, ICLR 2024, Vienna, Austria, May 7-11, 2024, 2024)

Brain Tumor Segmentation Through Supervoxel Transformer - Yunfei Xie; Ce Zhou; Jieru Mei; Xianhang Li; Cihang Xie; Yuyin Zhou (IEEE International Symposium on Biomedical Imaging, ISBI 2024, Athens, Greece, May 27-30, 2024, 2024)

SPFormer: Enhancing Vision Transformer with Superpixel Representation - Jieru Mei; Liang-Chieh Chen; Alan L. Yuille; Cihang Xie (CoRR, 2024)

3D-TransUNet for Brain Metastases Segmentation in the BraTS2023 Challenge - Siwei Yang; Xianhang Li; Jieru Mei; Jieneng Chen; Cihang Xie; Yuyin Zhou (CoRR, 2024)

Mamba-R: Vision Mamba ALSO Needs Registers - Feng Wang; Jiahao Wang; Sucheng Ren; Guoyizhe Wei; Jieru Mei; Wei Shao; Yuyin Zhou; Alan L. Yuille; Cihang Xie (CoRR, 2024)

Medical Vision Generalist: Unifying Medical Imaging Tasks in Context - Sucheng Ren; Xiaoke Huang; Xianhang Li; Junfei Xiao; Jieru Mei; Zeyu Wang; Alan L. Yuille; Yuyin Zhou (CoRR, 2024)

Autoregressive Pretraining with Mamba in Vision - Sucheng Ren; Xianhang Li; Haoqin Tu; Feng Wang; Fangxun Shu; Lei Zhang; Jieru Mei; Linjie Yang; Peng Wang; Heng Wang; Alan L. Yuille; Cihang Xie (CoRR, 2024)

What If We Recaption Billions of Web Images with LLaMA-3? - Xianhang Li; Haoqin Tu; Mude Hui; Zeyu Wang; Bingchen Zhao; Junfei Xiao; Sucheng Ren; Jieru Mei; Qing Liu; Huangjie Zheng; Yuyin Zhou; Cihang Xie (CoRR, 2024)

From Pixels to Objects: A Hierarchical Approach for Part and Object Segmentation Using Local and Global Aggregation - Yunfei Xie; Cihang Xie; Alan L. Yuille; Jieru Mei (CoRR, 2024)

AttnGCG: Enhancing Jailbreaking Attacks on LLMs with Attention Manipulation - Zijun Wang; Haoqin Tu; Jieru Mei; Bingchen Zhao; Yisen Wang; Cihang Xie (CoRR, 2024)

BNET: Batch Normalization With Enhanced Linear Transformation - Yuhui Xu; Lingxi Xie; Cihang Xie; Wenrui Dai; Jieru Mei; Siyuan Qiao; Wei Shen; Hongkai Xiong; Alan L. Yuille (IEEE Trans. Pattern Anal. Mach. Intell., 2023)

3D-Aware Neural Body Fitting for Occlusion Robust 3D Human Pose Estimation - Yi Zhang; Pengliang Ji; Angtian Wang; Jieru Mei; Adam Kortylewski; Alan L. Yuille (IEEE/CVF International Conference on Computer Vision, ICCV 2023, Paris, France, October 1-6, 2023, 2023)

Superpixel Transformers for Efficient Semantic Segmentation - Alex Zihao Zhu; Jieru Mei; Siyuan Qiao; Hang Yan; Yukun Zhu; Liang-Chieh Chen; Henrik Kretzschmar (IROS, 2023)

3D-TransUNet for Brain Metastases Segmentation in the BraTS2023 Challenge - Siwei Yang; Xianhang Li; Jieru Mei; Jieneng Chen; Cihang Xie; Yuyin Zhou (Brain Tumor Segmentation, and Cross-Modality Domain Adaptation for Medical Image Segmentation - MICCAI Challenges, BraTS 2023 and CrossMoDA 2023, Held in Conjunction with MICCAI 2023, Vancouver, BC, Canada, October 12 and 8, 2024, Proceedings, 2023)

SwinMM: Masked Multi-view with Swin Transformers for 3D Medical Image Segmentation - Yiqing Wang; Zihan Li; Jieru Mei; Zihao Wei; Li Liu; Chen Wang; Shengtian Sang; Alan L. Yuille; Cihang Xie; Yuyin Zhou (Medical Image Computing and Computer Assisted Intervention - MICCAI 2023 - 26th International Conference, Vancouver, BC, Canada, October 8-12, 2023, Proceedings, Part III, 2023)

SwinMM: Masked Multi-view with Swin Transformers for 3D Medical Image Segmentation - Yiqing Wang; Zihan Li; Jieru Mei; Zihao Wei; Li Liu; Chen Wang; Shengtian Sang; Alan L. Yuille; Cihang Xie; Yuyin Zhou (CoRR, 2023)

3D-Aware Neural Body Fitting for Occlusion Robust 3D Human Pose Estimation - Yi Zhang; Pengliang Ji; Angtian Wang; Jieru Mei; Adam Kortylewski; Alan L. Yuille (CoRR, 2023)

Superpixel Transformers for Efficient Semantic Segmentation - Alex Zihao Zhu; Jieru Mei; Siyuan Qiao; Hang Yan; Yukun Zhu; Liang-Chieh Chen; Henrik Kretzschmar (CoRR, 2023)

FedConv: Enhancing Convolutional Neural Networks for Handling Data Heterogeneity in Federated Learning - Peiran Xu; Zeyu Wang; Jieru Mei; Liangqiong Qu; Alan L. Yuille; Cihang Xie; Yuyin Zhou (CoRR, 2023)

3D TransUNet: Advancing Medical Image Segmentation through Vision Transformers - Jieneng Chen; Jieru Mei; Xianhang Li; Yongyi Lu; Qihang Yu; Qingyue Wei; Xiangde Luo; Yutong Xie; Ehsan Adeli; Yan Wang; Matthew P. Lungren; Lei Xing; et al. (CoRR, 2023)

SCLIP: Rethinking Self-Attention for Dense Vision-Language Inference - Feng Wang; Jieru Mei; Alan L. Yuille (CoRR, 2023)

Tuning LayerNorm in Attention: Towards Efficient Multi-Modal LLM Finetuning - Bingchen Zhao; Haoqin Tu; Chen Wei; Jieru Mei; Cihang Xie (CoRR, 2023)

A Semantic Space is Worth 256 Language Descriptions: Make Stronger Segmentation Models with Descriptive Properties - Junfei Xiao; Ziqi Zhou; Wenxuan Li; Shiyi Lan; Jieru Mei; Zhiding Yu; Alan L. Yuille; Yuyin Zhou; Cihang Xie (CoRR, 2023)

Waymo Open Dataset: Panoramic Video Panoptic Segmentation - Jieru Mei; Alex Zihao Zhu; Xinchen Yan; Hang Yan; Siyuan Qiao; Liang-Chieh Chen; Henrik Kretzschmar (Computer Vision - ECCV 2022 - 17th European Conference, Tel Aviv, Israel, October 23-27, 2022, Proceedings, Part XXIX, 2022)

In Defense of Image Pre-Training for Spatiotemporal Recognition - Xianhang Li; Huiyu Wang; Chen Wei; Jieru Mei; Alan L. Yuille; Yuyin Zhou; Cihang Xie (Computer Vision - ECCV 2022 - 17th European Conference, Tel Aviv, Israel, October 23-27, 2022, Proceedings, Part XXV, 2022)

Fast AdvProp - Jieru Mei; Yucheng Han; Yutong Bai; Yixiao Zhang; Yingwei Li; Xianhang Li; Alan L. Yuille; Cihang Xie (The Tenth International Conference on Learning Representations, ICLR 2022, Virtual Event, April 25-29, 2022, 2022)

Fast AdvProp - Jieru Mei; Yucheng Han; Yutong Bai; Yixiao Zhang; Yingwei Li; Xianhang Li; Alan L. Yuille; Cihang Xie (CoRR, 2022)

In Defense of Image Pre-Training for Spatiotemporal Recognition - Xianhang Li; Huiyu Wang; Chen Wei; Jieru Mei; Alan L. Yuille; Yuyin Zhou; Cihang Xie (CoRR, 2022)

Waymo Open Dataset: Panoramic Video Panoptic Segmentation - Jieru Mei; Alex Zihao Zhu; Xinchen Yan; Hang Yan; Siyuan Qiao; Yukun Zhu; Liang-Chieh Chen; Henrik Kretzschmar; Dragomir Anguelov (CoRR, 2022)

CAKES: Channel-wise Automatic KErnel Shrinking for Efficient 3D Networks - Qihang Yu; Yingwei Li; Jieru Mei; Yuyin Zhou; Alan L. Yuille (Thirty-Fifth AAAI Conference on Artificial Intelligence, AAAI 2021, Thirty-Third Conference on Innovative Applications of Artificial Intelligence, IAAI 2021, The Eleventh Symposium on Educational Advances in Artificial Intelligence, EAAI 2021, Virtual Event, February 2-9, 2021, 2021)

Shape-Texture Debiased Neural Network Training - Yingwei Li; Qihang Yu; Mingxing Tan; Jieru Mei; Peng Tang; Wei Shen; Alan L. Yuille; Cihang Xie (9th International Conference on Learning Representations, ICLR 2021, Virtual Event, Austria, May 3-7, 2021, 2021)

Are Transformers more robust than CNNs? - Yutong Bai; Jieru Mei; Alan L. Yuille; Cihang Xie (Advances in Neural Information Processing Systems 34: Annual Conference on Neural Information Processing Systems 2021, NeurIPS 2021, December 6-14, 2021, virtual, 2021)

Are Transformers More Robust Than CNNs? - Yutong Bai; Jieru Mei; Alan L. Yuille; Cihang Xie (CoRR, 2021)

Neural Architecture Search for Lightweight Non-Local Networks - Yingwei Li; Xiaojie Jin; Jieru Mei; Xiaochen Lian; Linjie Yang; Cihang Xie; Qihang Yu; Yuyin Zhou; Song Bai; Alan L. Yuille (2020 IEEE/CVF Conference on Computer Vision and Pattern Recognition, CVPR 2020, Seattle, WA, USA, June 13-19, 2020, 2020)

AtomNAS: Fine-Grained End-to-End Neural Architecture Search - Jieru Mei; Yingwei Li; Xiaochen Lian; Xiaojie Jin; Linjie Yang; Alan L. Yuille; Jianchao Yang (8th International Conference on Learning Representations, ICLR 2020, Addis Ababa, Ethiopia, April 26-30, 2020, 2020)

CAKES: Channel-wise Automatic KErnel Shrinking for Efficient 3D Network - Qihang Yu; Yingwei Li; Jieru Mei; Yuyin Zhou; Alan L. Yuille (CoRR, 2020)

Neural Architecture Search for Lightweight Non-Local Networks - Yingwei Li; Xiaojie Jin; Jieru Mei; Xiaochen Lian; Linjie Yang; Cihang Xie; Qihang Yu; Yuyin Zhou; Song Bai; Alan L. Yuille (CoRR, 2020)

Shape-Texture Debiased Neural Network Training - Yingwei Li; Qihang Yu; Mingxing Tan; Jieru Mei; Peng Tang; Wei Shen; Alan L. Yuille; Cihang Xie (CoRR, 2020)

Batch Normalization with Enhanced Linear Transformation - Yuhui Xu; Lingxi Xie; Cihang Xie; Jieru Mei; Siyuan Qiao; Wei Shen; Hongkai Xiong; Alan L. Yuille (CoRR, 2020)

Learning to Refine 3D Human Pose Sequences - Jieru Mei; Xingyu Chen; Chunyu Wang; Alan L. Yuille; Xuguang Lan; Wenjun Zeng (2019 International Conference on 3D Vision, 3DV 2019, Québec City, QC, Canada, September 16-19, 2019, 2019)

AtomNAS: Fine-Grained End-to-End Neural Architecture Search - Jieru Mei; Yingwei Li; Xiaochen Lian; Xiaojie Jin; Linjie Yang; Alan L. Yuille; Jianchao Yang (CoRR, 2019)

Online Dictionary Learning for Approximate Archetypal Analysis - Jieru Mei; Chunyu Wang; Wenjun Zeng (Computer Vision - ECCV 2018 - 15th European Conference, Munich, Germany, September 8-14, 2018, Proceedings, Part III, 2018)

Scene text script identification with Convolutional Recurrent Neural Networks - Jieru Mei; Luo Dai; Baoguang Shi; Xiang Bai (23rd International Conference on Pattern Recognition, ICPR 2016, Cancún, Mexico, December 4-8, 2016, 2016)