Hello!😊 I am a PhD at Harbin Institute of Technology, Shenzhen (HITSZ) supervised by Prof. Yunming Ye and Assoc Prof. Baoquan Zhang.
My research interests includes Vector Quantization Image Modeling, Codebook Learning and Image Generation. If you are seeking any form of academic cooperation, please feel free to email me at lianggt@pcl.ac.cn.
If you like the template of this homepage, welcome to star and fork Yi Ren’s open-sourced template version AcadHomepage 
🔥 News
- 2025.02: 🎉 Our TA-VQ is accepted by CVPR 2025 (Highlights) .
- 2024.12: 🎉 Our AsyncDSB is accepted by AAAI 2025.
- 2024.09: 🎉 Our LG-VQ is accepted by NeurIPS 2024.
- 2024.02: Our VQCT is accepted by CVPR 2024.
📝 Publications
🐍 2025
Towards Improved Text-Aligned Codebook Learning: Multi-Hierarchical Codebook-Text Alignment with Long Text
Guotao Liang, Baoquan Zhang*, Zhiyuan Wen, Junteng Zhao,Yunming Ye, Xiaochen Qi, Yao He. (Highlights)
- We propose a novel text-augmented codebook learning framework, TA-VQ, which leverages VLMs to generate longer text for each image, improving text-aligned codebook learning.
🐲 2024
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AAAI 2025AsyncDSB: Schedule-Asynchronous Diffusion Schrödinger Bridge for Image Inpainting, Zihao Han, Baoquan Zhang*, Lisai Zhang, Shanshan Feng, Kenghong Lin, Guotao Liang, Yunming Ye, Xiaochen Qi.
LG-VQ: Language-Guided Codebook Learning
Guotao Liang, Baoquan Zhang*, Yaowei Wang, Yunming Ye, Xutao Li , HuaiBin Wang, Luo Chuyao, Kola Ye, Linfeng Luo.
- We propose a novel multi-modal codebook learning method, named LG-VQ, which can enable the codebook to effectively retain fine-grained reconstruction information while aligning with the text.
Codebook Transfer with Part-of-Speech for Vector-Quantized Image Modeling
Baoquan Zhang, Wang huaibin, Luo Chuyao, Xutao Li, Guotao Liang, Yunming Ye, Kola Ye, Linfeng Luo.
- We propose a new perspective, i.e., codebook transfer from language models to VQIM, to alleviate the codebook collapse issue.
🐰 2023
IJCNN 2023HTP: Exploiting Holistic Temporal Patterns for Sequential Recommendation, Rui Chen, Guotao Liang, Chenrui Ma, Qilong Han, Li Li, Xiao Huang.
🎖️ Honors
- Outstanding student scholarship, 2019.
- Second prize, vLoong Energy AI Challenge - Anomaly Detection Competition, 2022
📖 Educations
- 2023.09 - Now, PhD Candidate, Harbin Institute of Technology, Shenzhen.
- 2020.08 - 2023.06, MS student, Harbin Engineering University, Harbin
🤗 Community Services
CVPR ReviewerCVPR 2025