Shuai Liu

I am currently a Founding Team Member at Synvo AI. Previously, I was a Core Contributor at LMMs-Lab, where I was on an exciting journey towards LMMs and feeling the AGI.

Prior to this, I obtained my MEng (by Research) degree at MMLab@NTU, where I was fortunate to be advised by Prof. Ziwei Liu and to have received kind and valuable guidance from Jingkang Yang and Bo Li. I obtained my bachelor’s degree in Artificial Intelligence from BUPT in 2024. Additionally, I had a wonderful time as an intern at the Shanghai AI Laboratory under the mentorship of Prof. Ziwei Liu, and I also completed internships at NLPR@CASIA and HAOMO.AI, supervised by Prof. Yang Yang and Prof. Zhen Lei.

🔭 My research lies in Multimodality, Egocentric AI, and Agentic Memory.

Feel free to reach out to me for collaborations, questions, or just to chat!

📧Email: ls2001927@gmail.com 📄Resume: CV

news

Feb 11, 2026 Released Engram Teams 🧠 — upgraded version with team-based AI workflow support.
Feb 09, 2026 Demo-ICL: In-Context Learning for Procedural Video Knowledge Acquisition 📹 is released on arXiv.
Feb 02, 2026 Released Engram 🧠 — a privacy-first AI memory layer.
Jan 31, 2026 Graduated from NTU 🎓 with MEng (by Research).
Thesis: Egocentric Perception and Memory: From Embodied Understanding to a Lifelong Assistant
Jan 01, 2026 Released a new blog post at Synvo AI: The Digital Avalanche: Building the Memory Layer for Next-Gen Corporation AI Agents 🧠
Apr 29, 2025 Aero-1-Audio 👂Introducing our first generation of lightweight audio models, outperforming larger models such as Whisper, Qwen-2-Audio, and ElevenLabs/Scribe.
Mar 01, 2025 EgoLife👓 is accepted by CVPR 2025.
Jan 23, 2025 LMMs-Eval⚖️ is accepted by NAACL2025 Findings.
Jan 01, 2025 Joined Synvo AI as a Founding Team Member 🚀
Aug 13, 2024 Join MMLab@NTU as a master student! 🚀🚀🚀
Jul 17, 2024 We introduce LMMs-Eval, a comprehensive and efficient benchmark for evaluating Large Multimodal Models, alongside LMMs-Eval Lite and Multimodal Livebench, which ensure low-cost and contamination-free evaluations in dynamic environments.
Jul 01, 2024 Octopus🐙 is accepted by ECCV-2024.
Jun 12, 2024 We introduce lmms-eval/v0.2.0 to support video evaluations for video models like LLaVA-NeXT Video and Gemini 1.5 Pro across tasks such as EgoSchema, PerceptionTest, VideoMME, and more.
Oct 12, 2023 We introduce Octopus, an embodied vision language programmer that plays GTA-V.
Aug 20, 2023 PSG4D🤖 is accepted as NeurIPS-23 Spotlight.

selected publications

  1. filegram.png
    FileGram: Grounding Agent Personalization in File-System Behavioral Traces
    Shuai Liu, Shulin Tian, Kairui Hu, Yuhao Dong, Zhe Yang, Bo Li, Jingkang Yang, Chen Change Loy, and Ziwei Liu
    2026
  2. ntu-logo.png
    Egocentric Perception and Memory: From Embodied Understanding to a Lifelong Assistant
    Shuai Liu
    Nanyang Technological University, 2025
    MEng Thesis
  3. demo-icl.png
    Demo-ICL: In-Context Learning for Procedural Video Knowledge Acquisition
    Yuhao Dong, Shulin Tian, Shuai Liu, Shuangrui Ding, Yuhang Zang, Xiaoyi Dong, Yuhang Cao, Jiaqi Wang, and Ziwei Liu
    2026
  4. egolife.jpg
    EgoLife: Towards Egocentric Life Assistant
    Jingkang Yang, Shuai Liu, Hongming Guo, Yuhao Dong, Xiamengwei Zhang, Sicheng Zhang, Pengyun Wang, Zitang Zhou, Binzhu Xie, Ziyue Wang, Bei Ouyang, Zhengyu Lin, Marco Cominelli, Zhongang Cai, Yuanhan Zhang, Peiyuan Zhang, Fangzhou Hong, Joerg Widmer, Francesco Gringoli, Lei Yang, Bo Li, and Ziwei Liu
    2025
  5. octopus.jpg
    Octopus: Embodied Vision-Language Programmer from Environmental Feedback
    Jingkang Yang*, Yuhao Dong*Shuai Liu*, Bo Li*, Ziyue Wang, Chencheng Jiang, Haoran Tan, Jiamu Kang, Yuanhan Zhang, Kaiyang Zhou, and Ziwei Liu
    2024
  6. psg4d.jpg
    4D Panoptic Scene Graph Generation
    Jingkang Yang, Jun Cen, Wenxuan Peng, Shuai Liu, Fangzhou Hong, Xiangtai Li, Kaiyang Zhou, Qifeng Chen, and Ziwei Liu
    2023
  7. lmms-eval.png
    LMMs-Eval: Reality Check on the Evaluation of Large Multimodal Models
    Kaichen Zhang, Bo Li, Peiyuan Zhang, Fanyi Pu, Joshua Adrian Cahyono, Kairui Hu, Shuai Liu, Yuanhan Zhang, Jingkang Yang, Chunyuan Li, and Ziwei Liu
    2024

projects