Object-and-Action Aware Model for Visual Language Navigation. - Yuankai Qi; Zizheng Pan; Shengping Zhang; Anton van den Hengel; Qi Wu 001 (ECCV (10), 2020)

Scalable Vision Transformers with Hierarchical Pooling. - Zizheng Pan; Bohan Zhuang; Jing Liu 048; Haoyu He 001; Jianfei Cai 001 (ICCV, 2021)

The Road to Know-Where: An Object-and-Room Informed Sequential BERT for Indoor Vision-Language Navigation. - Yuankai Qi; Zizheng Pan; Yicong Hong; Ming-Hsuan Yang 001; Anton van den Hengel; Qi Wu 001 (ICCV, 2021)

Scalable Visual Transformers with Hierarchical Pooling. - Zizheng Pan; Bohan Zhuang; Jing Liu 048; Haoyu He 001; Jianfei Cai 001 (CoRR, 2021)

Know What and Know Where: An Object-and-Room Informed Sequential BERT for Indoor Vision-Language Navigation. - Yuankai Qi; Zizheng Pan; Yicong Hong; Ming-Hsuan Yang 001; Anton van den Hengel; Qi Wu 001 (CoRR, 2021)

Mesa: A Memory-saving Training Framework for Transformers. - Zizheng Pan; Peng Chen 037; Haoyu He 001; Jing Liu 048; Jianfei Cai 001; Bohan Zhuang (CoRR, 2021)

Less Is More: Pay Less Attention in Vision Transformers. - Zizheng Pan; Bohan Zhuang; Haoyu He 001; Jing Liu 048; Jianfei Cai 001 (AAAI, 2022)

An Efficient Spatio-Temporal Pyramid Transformer for Action Detection. - Yuetian Weng; Zizheng Pan; Mingfei Han 002; Xiaojun Chang; Bohan Zhuang (ECCV (34), 2022)

EcoFormer: Energy-Saving Attention with Linear Complexity. - Jing Liu 048; Zizheng Pan; Haoyu He 001; Jianfei Cai 001; Bohan Zhuang (NeurIPS, 2022)

Fast Vision Transformers with HiLo Attention. - Zizheng Pan; Jianfei Cai 001; Bohan Zhuang (NeurIPS, 2022)

Dynamic Focus-aware Positional Queries for Semantic Segmentation. - Haoyu He 001; Jianfei Cai 001; Zizheng Pan; Jing Liu 048; Jing Zhang 037; Dacheng Tao; Bohan Zhuang (CVPR, 2023)

Stitchable Neural Networks. - Zizheng Pan; Jianfei Cai 001; Bohan Zhuang (CVPR, 2023)

A Survey on Efficient Training of Transformers. - Bohan Zhuang; Jing Liu 048; Zizheng Pan; Haoyu He 001; Yuetian Weng; Chunhua Shen (IJCAI, 2023)

Efficient Stitchable Task Adaptation. - Haoyu He 001; Zizheng Pan; Jing Liu 048; Jianfei Cai 001; Bohan Zhuang (CVPR, 2024)

Stitched ViTs are Flexible Vision Backbones. - Zizheng Pan; Jing Liu 048; Haoyu He 001; Jianfei Cai 001; Bohan Zhuang (ECCV (41), 2024)

MiniCache: KV Cache Compression in Depth Dimension for Large Language Models. - Akide Liu; Jing Liu 048; Zizheng Pan; Yefei He; Reza Haffari; Bohan Zhuang (NeurIPS, 2024)

DeepSeek-VL2: Mixture-of-Experts Vision-Language Models for Advanced Multimodal Understanding. - Zhiyu Wu; Xiaokang Chen; Zizheng Pan; Xingchao Liu; Wen Liu; Damai Dai; Huazuo Gao; Yiyang Ma; Chengyue Wu; Bingxuan Wang; Zhenda Xie; Yu Wu; et al. (CoRR, 2024)

Pruning Self-Attentions Into Convolutional Layers in Single Path. - Haoyu He 001; Jianfei Cai 001; Jing Liu 048; Zizheng Pan; Jing Zhang 037; Dacheng Tao; Bohan Zhuang (IEEE Trans. Pattern Anal. Mach. Intell., 2024)

JanusFlow: Harmonizing Autoregression and Rectified Flow for Unified Multimodal Understanding and Generation. - Yiyang Ma; Xingchao Liu; Xiaokang Chen; Wen Liu; Chengyue Wu; Zhiyu Wu; Zizheng Pan; Zhenda Xie; Haowei Zhang; Xingkai Yu; Liang Zhao; Yisong Wang; et al. (CVPR, 2025)

Janus: Decoupling Visual Encoding for Unified Multimodal Understanding and Generation. - Chengyue Wu; Xiaokang Chen; Zhiyu Wu; Yiyang Ma; Xingchao Liu; Zizheng Pan; Wen Liu; Zhenda Xie; Xingkai Yu; Chong Ruan; Ping Luo 002 (CVPR, 2025)

PaRa: Personalizing Text-to-Image Diffusion via Parameter Rank Reduction. - Shangyu Chen; Zizheng Pan; Jianfei Cai 001; Dinh Q. Phung (ICLR, 2025)

T-Stitch: Accelerating Sampling in Pre-Trained Diffusion Models with Trajectory Stitching. - Zizheng Pan; Bohan Zhuang; De-An Huang; Weili Nie; Zhiding Yu; Chaowei Xiao; Jianfei Cai 001; Anima Anandkumar (ICLR, 2025)

Janus-Pro: Unified Multimodal Understanding and Generation with Data and Model Scaling. - Xiaokang Chen; Zhiyu Wu; Xingchao Liu; Zizheng Pan; Wen Liu; Zhenda Xie; Xingkai Yu; Chong Ruan (CoRR, 2025)