Simon LC retweeted
Our new paper shows how task representations learned via temporal alignment enable compositional generalization for conditional policies. This allows robots to solve compound tasks by implicitly decomposing them into subtasks.
Simon LC retweeted
Learning bimanual, contact-rich robot manipulation policies that generalize over diverse objects has long been a challenge.
Excited to share our work: Planning-Guided Diffusion Policy Learning for Generalizable Contact-Rich Bimanual Manipulation!
glide-manip.github.io
🧵1/n
Simon LC retweeted
ICYMI: For #CoRL2024 we released a dataset of 3.5M (!) dexterous grasps, with multi-trial labels and perceptual data for 4.3k objects.
Our takeaways: scale matters, and refining grasps > better sampling. Hoping our data can enable more vision-based grasps in hardware!
There have been many recent big grasping datasets, but few demos of real-world grasping using generative models. How do we achieve this?
Introducing: Get a Grip (#corl2024)!
We show that instead of generative models, discriminative models can attain sim2real transfer!
👀🧵👇
Simon LC retweeted
Excited to share our new📰, DROP: Dexterous Reorientation via Online Planning!
Overview:
🔹We tackle cube rotation🧊♻️on hardware
🔹DROP is the first 🧊♻️sampling-based MPC demo. No reinforcement learning!
🔹Median 30.5 rotations w/o dropping, max of 81👑🦾
See 🧵below👇
Simon LC retweeted
Excited to share our latest work, Vision-Language Frontier Maps – a SOTA approach for semantic navigation in robotics. VLFM enables robots to navigate and find objects in novel environments using vision-language foundation models, zero-shot! Accepted to #ICRA2024!
🧵
Simon LC retweeted
want your next robot 🤖 to move like your favorite pet 🐶? youtube videos might be all you need.
checkout our recent work -- SLoMo
paper: rexlab.ri.cmu.edu/papers/slo…
website: slomo-www.github.io/website/
video: youtu.be/bvoM-nBd7lM?si=9f2g…
Simon LC retweeted
Some screen-captures of MuJoCo MPC's Quadruped task. 100% open-source, go play!
youtu.be/esLuwaWz4oE
Simon LC retweeted
Introducing 𝗥𝗼𝗯𝗼𝗣𝗶𝗮𝗻𝗶𝘀𝘁 🎹🤖, a new benchmark for high-dimensional robot control! Solving it requires mastering the piano with two anthropomorphic hands.
This has been one year in the making, and I couldn’t be happier to release it today! Some highlights below:
Simon LC retweeted
What happens when we train the largest vision-language model and add in robot experiences?
The result is PaLM-E 🌴🤖, a 562-billion parameter, general-purpose, embodied visual-language generalist - across robotics, vision, and language.
Website: palm-e.github.io
Simon LC retweeted
📢Excited to share our #ICRA2023 work on robotic table wiping via RL + optimal control!
📖 arxiv.org/abs/2210.10865
🎥 youtu.be/inORKP4F3EI
💡RL (for high-level planning) + trajectory optimization (for precise control) can solve complex tasks without on-robot data collection ⬇️
Simon LC retweeted
Replying to @kevintracy48
Simon LC retweeted
Yours truly, delivering the MIT Robotics Seminar about our new MJPC tool.
youtu.be/2xVN-qY78P4
Simon LC retweeted
Super excited to kick off this new project with collaborators @CMU_ECE @CMU_Robotics @cmurexlab @blucia0a
With a grant from @NSF, @CMUengineering researchers are creating constellations of nanosatellites to extract valuable data and transmit it back to earth, while still in orbit. cmu.is/nanosatellites
Simon LC retweeted
Got to share our lab's work at the ETH Autonomy Talks organized by @GioeleZardini yesterday. Super proud of the work by my students @simonlc_, @taylorhowell, @kevintracy48, Shuo Yang, and Chi Yen Lee. Check it out: youtube.com/watch?v=4H-lThQQ…
Simon LC retweeted
we built a new differentiable optimizer for robotics: CALIPSO
paper: arxiv.org/abs/2205.09255
code: github.com/thowell/CALIPSO.j…
slides: slides.com/taylorhowell/cali…
Simon LC retweeted
differentiable physics for robotics workshop talk at RSS w/ @simonlc_
Simon LC retweeted
Come check out this workshop on Monday at #RSS2022! I'll be presenting (poster + spotlight) our latest work on multiscale sensor fusion architectures for continuous-time control using Neural CDEs.
Our #RSS2022 workshop on "Overlooked Aspects of Imitation Learning" is this Monday June 27 - join us virtual or in-person! We have a wonderful lineup of speakers (@ancadianadragan @ankurhandos @chelseabfinn @LerrelPinto Mohi Khansari @shimon8282)
See: tinyurl.com/2pjt86uk
Simon LC retweeted
We're excited to announce our @ieee_ras_icra workshop "Motion Planning with Implicit Neural Representations of Geometry!"
We'll discuss the future of INRs -- like DeepSDFs, NeRFs, and more -- in robotics.
Submissions due April 15. neural-implicit-workshop.sta…
Simon LC retweeted
Our paper "Ultra-Fine Pointing for Nanosatellite Telescopes With Actuated Booms" with @zacinaction and @e_douglas was awarded best paper in avionics and electronics for space applications at @IEEEAeroConf!
paper: roboticexplorationlab.org/pa…
























