Jason Kim
@jsonbot117
Spatial AI KR/🔥Multi Robot & Multi-modal SLAM🔥/ROS-ROS2/ Open Source Robotics/ integrated Ph.D researcher @ SPAROLab
SLAM guy like me feel miserable when I see posts like this. Just hoping that resource limited systems with no communication or GPS still needs SLAM and state estimation, especially for legged robots.
SLAM is dying? I had a chat with roboticists from Stanford and Tesla not long ago and (to my surprise) their consensus was that SLAM is dying. For 2 reasons: 1) robotics is moving towards end to end in many fields (see @comma_ai openpilot, Tesla, @physical_int). These (1/4)
VGGT-Long: Chunk it, Loop it, Align it -- Pushing VGGT's Limits on Kilometer-scale Long RGB Sequences Kai Deng, Zexin Ti, Jiawei Xu, Jian Yang, Jin Xie tl;dr: sequence->overlapping chunks->alignment and loop closure with confidence kind of same with large-scale GS ORB-SLAM2 is…
Optimization-based ones might have hit their upper limit, but the task isn’t solved. Since DUSt3R, Learning-based ones are starting to catch up and even surpass in cases like sparse views, textureless scenes—yet still lag in areas where traditional methods excel, e.g. large-scale
SLAM is dying? I had a chat with roboticists from Stanford and Tesla not long ago and (to my surprise) their consensus was that SLAM is dying. For 2 reasons: 1) robotics is moving towards end to end in many fields (see @comma_ai openpilot, Tesla, @physical_int). These (1/4)
Registration beyond Points: General Affine Subspace Alignment via Geodesic Distance on Grassmann Manifold Jaeho Shin, Hyeonjae Gil, Junwoo Jang, @GhaffariMaani, @_ayoungk tl;dr: optimal cost function with geodesic distance on Grassmann manifold for line-plane registration…
View with its side shut. I’m kinda finding its potential for humanoid extension right after this kid starts walking
Graduate courses are killing me for sure, but I’ve managed to get the CAN control to work this weekend. Synchronization is another problem I guess… but it works!! Legged State Estimation researcher doing everything now feels crazy enough 🥲
Are current eval/deployment practices enough for today’s robot policies? Announcing the Eval&Deploy workshop at CoRL 2025 @corl_conf, where we'll explore eval + deployment in the robot learning lifecycle and how to improve it! eval-deploy.github.io 🗓️ Submissions due Aug 30
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[IEEE RAL'25 & IROS'25] UA-MPC: Uncertainty-Aware Model Predictive Control for Motorized LiDAR Odometry github.com/kafeiyin00/UA-…
SLAM remains one of the most important problems in robotics. Yuheng worked on "MAC-VO: Metrics-aware Covariance for Learning-based Stereo Visual Odometry" which was the ICRA 2025 best paper. And has open source code for visual odometry!
Full episode’s out. @YuhengQiu discussed how to bridge SLAM with modern embodied AI, and shared an interesting story behind his best paper award in ICRA-25, hosted by @Jianfei. One of the sharpest minds in VO and SLAM today. Tune in: 🎧👇
It’s now all about Lie group… but it still gives me a belief that there are still more things to do on manifolds

Excited that our work, Concept Attention, was selected as an Oral Presentation at ICML 2025 and recently won the Best Paper Award at the CVPR Workshop on Visual Concepts. Concept Attention allows you to visualize the presence of text concepts in generated videos and images.
What are robot world models? If you follow the robotics space, you'll have almost certainly heard the term "world model." In the end, these mean using generative ai to build data-driven simulators or planners in order to build general-purpose robots. In this post I write about…
What a BEAST
🚀Our paper “KLEIYN: A Quadruped Robot with an Active Waist for Both Locomotion and Wall Climbing” has been accepted to #IROS2025! The world’s fastest chimney-climbing quadruped robot!! 50× faster than the previous best!! Project page: keitayoneda.github.io/kleiyn-chimney…
📄 arxiv.org/abs/2506.05282 💻 github.com/GradientSpaces… 🤹 w/ Tao Sun, @liyuan_zz, @ShengyHuang, @SongShuran