Hi friends at #CVPR2026! 馃憢
Please come check out our research today!
@YaoChihLee will showcase a super-fun video motion editing work - Edit-by-Track (#378)!
6:59 AM 路 Jun 6, 2026 路 5.5K Views
Sentiment
Positive users thank the poster for sharing SIMPACT's VLM robotic action planning debut at CVPR while negative users dismiss it as another routine unoriginal launch.
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Neg
50.0%
2 comments with sentiment.
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Yilun Du@du_yilun
How can we effectively use VLMs for robotics manipulation?
Excited to share SIMPACT, which uses simulation as a tool to enable VLMs to reason and plan continuous robotics actions.
1hViews 2.3KLikes 27Bookmarks 13
RETWEETS1
Jia-Bin Huang@jbhuang0604
VLMs are great for their semantic reasoning capabilities.
BUT, they don't have a grounded understanding of physical dynamics.
So, we equip VLMs with physical reasoning through simulation-in-the-loop world modeling.
Come talk with Haowen about SIMPACT (#611): https://simpact-bot.github.io/
Jia-Bin Huang@jbhuang0604
Hi friends at #CVPR2026! 馃憢
Please come check out our research today!
@YaoChihLee will showcase a super-fun video motion editing work - Edit-by-Track (#378)!
5hViews 1.4KLikes 9Bookmarks 4
REPLIES2
Jia-Bin Huang@jbhuang0604
SIMPACT is live at 611!
1hViews 378Likes 6Bookmarks 0
Jia-Bin Huang@jbhuang0604
Robot learning is bottlenecked by data: adapting to new tasks, robots, and environments often requires many demonstrations.
Meet TraceGen! A motion world model that learns in a compact 3D trace space, abstracting away complex appearance.
This enables learning from diverse videos.
Meet @JayLEE_0301 at #605!
5hViews 1.1KLikes 4Bookmarks 2
Jia-Bin Huang@jbhuang0604
Customizing multiple visual concepts remains challenging.
We introduce UniVerse, a segmentation-free framework that learns to disentangle, localize, and recombine individual concepts within diffusion transformers.
Come check out the cool results by Quynh (#53). https://universe-personalization.github.io/
5hViews 427Likes 1Bookmarks 1
Jia-Bin Huang@jbhuang0604
I will be around all poster sessions!
Please come say HI!
5hViews 381Likes 2
Shaoxiong Yao@ShaoxiongYao
@jbhuang0604 Thank you Jia-Bin for posting!
39mViews 3
Strata@ChainZenit
@jbhuang0604 Another day, another chain launch. Seen it all before.
1hViews 3