Hi!

I am Yang Luo, a third-year PhD student in Computer Science at National University of Singapore advised by Yang You, where I also completed my master’s studies. I obtained my bachelor’s degree in Software Engineering from Wuhan University supervised by Tieyun Qian.

My current research mainly focuses on video generation, large-scale deep learning optimization and efficient machine learning. I’m also eager to discuss intriguing research concepts and open to academic partnerships. If you’re interested in collaboration, feel free to reach out via email.

🔥 News

• 2025.11: Release V-ReasonBench for comprehensive evaluation on video reasoning!
• 2025.05: MERIT accepted by ICML 2025!
• 2025.02: Release Enhance-A-Video for better generated video for free!
• 2024.09: Multimodal-ICL-Retriever accepted by EMNLP 2024!
• 2023.07: CAME accepted by ACL 2023 with Outstanding Paper Award 🏆!

📝 Selected Publications (all)

🎬 Video Generation

• V-ReasonBench: Toward Unified Reasoning Benchmark Suite for Video Generation Models
  [paper] [code] [blog]
  
  Yang Luo^*, Xuanlei Zhao^*, Baijiong Lin^*, Lingting Zhu, Liyao Tang, Yuqi Liu, Ying-Cong Chen, Shengju Qian, Xin Wang, Yang You
• Enhance-A-Video: Better Generated Video for Free
  [paper] [code] [blog]
  
  Yang Luo, Xuanlei Zhao, Mengzhao Chen, Kaipeng Zhang, Wenqi Shao, Kai Wang, Zhangyang Wang, Yang You

⚙️ Large-Scale Optimization

• Unbiased Gradient Low-Rank Projection
  [paper]
  Rui Pan^*, Yang Luo^*, Yuxing Liu, Yang You, Tong Zhang
• ICML 2025 MERIT: Maximum-normalized Element-wise Ratio for Language Model Large-batch Training
  [paper] [code]
  
  Yang Luo, Zangwei Zheng, Ziheng Qin, Zirui Zhu, Yong Liu, Yang You
• ACL 2023 CAME: Confidence-guided Adaptive Memory Efficient Optimization
  [paper] [code] [blog]
  
  Yang Luo, Xiaozhe Ren, Zangwei Zheng, Zhuo Jiang, Xin Jiang, Yang You
  Outstanding Paper Award 🏆
  Used in the pre-training of Pixart-Σ and SANA-1.5

🤖 Multimodal Learning

• EMNLP 2024 How Does the Textual Information Affect the Retrieval of Multimodal In-Context Learning?
  [paper] [code]
  
  Yang Luo, Zangwei Zheng, Zirui Zhu, Yang You
• T-CSVT 2024 HARDer-Net: Hardness-Guided Discrimination Network for 3D Early Activity Prediction
  [paper]
  Tianjiao Li^*, Yang Luo^*, Wei Zhang, Lingyu Duan, Jun Liu

📖 Educations

• 2023.08 - now, PhD in Computer Science, National University of Singapore
• 2021.08 - 2023.06, Master in Computer Science, National University of Singapore
• 2017.09 - 2021.06, Bachelor in Software Engineering, Wuhan University

🎓 Teaching

• 2024, CS5228 Knowledge Discovery and Data Mining, National University of Singapore
• 2024, CS4248 Natural Language Processing, National University of Singapore