Scholar

Mushui Liu

Google Scholar ID: -WUyWpMAAAAJ

Zhejiang University

Generative ModelsMulti-modal LearningFew-shot Learning

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Citations & Impact

All-time

Citations

467

H-index

11

i10-index

11

Publications

20

Co-authors

10

list available

Contact

Publications

10 items

Alleviating Sparse Rewards by Modeling Step-Wise and Long-Term Sampling Effects in Flow-Based GRPO

2026

Cited

0

OpusAnimation: Code-Based Dynamic Chart Generation

2025

Cited

0

MOSAIC: Multi-Subject Personalized Generation via Correspondence-Aware Alignment and Disentanglement

2025

Cited

0

CoAR: Concept Injection into Autoregressive Models for Personalized Text-to-Image Generation

2025

Cited

0

DyST-XL: Dynamic Layout Planning and Content Control for Compositional Text-to-Video Generation

2025

Cited

0

CMMCoT: Enhancing Complex Multi-Image Comprehension via Multi-Modal Chain-of-Thought and Memory Augmentation

2025

Cited

0

RectifiedHR: Enable Efficient High-Resolution Image Generation via Energy Rectification

2025

Cited

0

MINT: Multi-modal Chain of Thought in Unified Generative Models for Enhanced Image Generation

2025

Cited

0

Resume (English only)

Academic Achievements

One paper accepted to CVPR 2025 and selected as Highlight
Four papers accepted to AAAI 2025
Papers accepted to ECCV 2024, ACM MM 2024, and ECAI 2024
Publications in IEEE Transactions on Circuits and Systems for Video Technology, Neural Networks (2024, 2025), Neurocomputing (2022, 2025), and Knowledge-Based Systems (2025)
Notable works include 'Mars: Mixture of Auto-Regressive Models for Fine-grained Text-to-Image Synthesis' (AAAI 2025) and 'LLM4GEN: Leveraging Semantic Representation of LLMs for Text-to-Image Generation' (AAAI 2025)

Co-authors

10 total

Zhejiang University

Zhejiang University

Hong Kong University of Science and Technology (Guangzhou)

Xi Li（李玺）

College of Computer Science, Zhejiang University, China;

Chair Professor in Computer Vision, University of Sheffield, UK, FIAPR, FAAIA

Bytedance, University College London

Zhejiang University / University of Illinois Urbana-Champaign Institute

Tiktok (Singapore) ; Zhejiang University