Coming soon Mirror: Self-improving video-to-action modelsMirror

Hyunwoo Ryu

I work on video generative models for embodied intelligence and computer use agents.

PhD student at MIT CSAIL, in the Scene Representation Group

Hyunwoo Ryu outdoors in the mountains
Cambridge, MA

Research

Video models, 3D vision, and robot learning.

Coming soon2026

Mirror: Self-Improving Video-to-Action Models

Hyunwoo Ryu*, Eric Ming Chen*, Max Wilcoxson*, Vincent Sitzmann

Paper and code coming soon

About

I'm a PhD student in the Scene Representation Group at MIT CSAIL, working with Vincent Sitzmann. I work on video generative models for embodied intelligence and computer use agents. I'm interested in how video models can help agents plan actions and learn through interaction.

Previously, I worked on geometric representations and equivariant generative models for robotic manipulation. I received my master's in Artificial Intelligence and bachelor's in Mechanical Engineering from Yonsei University, where I was advised by Jongeun Choi.

Projects

News

  1. Scaling View Synthesis Transformers at CVPR 2026.

  2. XFactor selected for an Oral presentation at ICLR 2026.

  3. Started my PhD at MIT CSAIL, with Vincent Sitzmann and the Scene Representation Group.

  4. Diffusion-EDFs selected as a CVPR 2024 Highlight.

Earlier updates
  1. Joining MIT EECS for a PhD, beginning Fall 2024.

  2. Diffusion-EDFs accepted to CVPR 2024.

  3. Denoising Heat-inspired Diffusion accepted to the NeurIPS Workshop on Diffusion Models.

  4. Best Technical Demonstration Award for Diffusion-EDFs at Yonsei University.

  5. Diffusion-EDFs preprint released.

  6. Best Paper Award at the RSS Workshop on Symmetries in Robot Learning.

  7. Equivariant Descriptor Fields workshop paper accepted as an oral at RSS. Watch the presentation

  8. Equivariant Descriptor Fields accepted to ICLR 2023.

Get in touch

Questions about my research, or ideas to work on together? Send me an email.

BibTeX

Mirror · Coming soon

Diamond mining in Minecraft