Publications
A collection of my research work.
Refacade: Editing Object with Given Reference Texture
Youze Huang†, Penghui Ruan†, Bojia Zi†, Xianbiao Qi, Jianan Wang, Rong Xiao
2025
Under Review, Equal contribution
Ctrl&Shift: High-Quality Geometry-Aware Object Manipulation in Visual Generation
Penghui Ruan, Bojia Zi, Youze Huang, Pichao Wang, Xianbiao Qi, Rong Xiao, Jiannong Cao, Yuhui Shi.
2025
Under Review
JDM: Joint Distribution Modeling for Fine-Grained Text-to-Video Generation
Penghui Ruan†, Bojia Zi†, Youze Huang, Pichao Wang, Xianbiao Qi, Rong Xiao, Jiannong Cao, Yuhui Shi.
2025
Under Review, Equal contribution
Señorita-2M: A High-Quality Instruction-Based Dataset for General Video Editing by Video Specialists
Bojia Zi†, Penghui Ruan†, Xianbiao Qi, Shaozhe Hao, Shihao Zhao, Youze Huang, Bin Liang, Rong Xiao, Kam-Fai Wong
Advances in Neural Information Processing Systems (NeurIPS) 2025 2025
Accepted, Equal contribution
MG-DARTS: Multi-Granularity Differentiable Architecture Search for Trade-Off Between Model Effectiveness and Efficiency
Xiaoyun Liu, Divya Saxena, Jiannong Cao, Yuqing Zhao, Penghui Ruan
IEEE Transactions on Neural Networks and Learning Systems (TNNLS) 2025
Accepted
GC-4DGS: Geometry-Consistent 4D Gaussian Splatting for Sparse-Input Dynamic View Synthesis
Yiwei Li, Jiannong Cao, Penghui Ruan, Divya Saxena, Songye Zhu
IEEE International Conference on Artificial Intelligence of Things (AIoT) 2025
Accepted
Enhancing Motion in Text-to-Video Generation with Decomposed Encoding and Conditioning
Penghui Ruan, Pichao Wang, Divya Saxena, Jiannong Cao, Yuhui Shi
Advances in Neural Information Processing Systems (NeurIPS) 2024 2024
Accepted
NASPrecision: Neural Architecture Search-Driven Multi-Stage Learning for Surface Roughness Prediction in Ultra-Precision Machining
Penghui Ruan, Divya Saxena, Jiannong Cao, Xiaoyun Liu, Ruoxin Wang, Chi Fai Cheung
Expert Systems with Applications 2024
Accepted
Inductive Spatial-Temporal Prediction Under Data Drift with Informative Graph Neural Network
Jialun Zheng, Divya Saxena, Jiannong Cao, Hanchen Yang, Penghui Ruan
International Conference on Database Systems for Advanced Applications (DASFAA) 2024
Accepted