How good of a BERT can one get in ONE DAY on ONE GPU?
With all the recent studies about scaling compute up, this paper takes a refreshing turn and does a deep dive into scaling down compute.
It's well written, stock full of insights. Here is my summary and my opinions.
🧶 1/N
(link below 👇). Prompt: "Beautiful Christmas tree, red and green"
I spent thousands of hours making 3D models by scanning. Being able to generate 3D from text is... sorcery.
2023 will be WILD.
RVR robot package spawned with Linorobot’s bringup package. Once IMU and odom topics are matched, all Linorbot’s exisiting features can be used. Hopefully, users find this useful for integrating/prototyping new ROS2 based robots.
Finished writing a demo launch file for Linorobot’s new feature - Saddle. This allows arbitrary robots to piggyback on Linorobot’s existing packages, making it easier to integrate SLAM and Nav2 capabilities to newly built/non-ROS robots. https://github.com/linorobot/linorobot2/pull/54…
Today, Boston Dynamics celebrates 30 years of innovation, exploration, and collaboration! We're excited to see what the next thirty years holds for us and for the robotics industry.
How can robots perform a wide variety of novel tasks from natural language?
Execited to present Code as Policies - using language models to directly write robot policy code from language instructions.
See paper, colabs, blog, and demos at http://code-as-policies.github.io
long
, Dec 15.
Fantastic lineup of speakers: Jitendra Malik, Chelsea Finn, Joseph Lim, Kristen Graumen, Abhinav Gupta, Raia Hadsell.
Submit your 4-page extended abstract by September 28.
https://sites.google.com/view/corl2022-prl…
Today we're launching the Farama Foundation, a new nonprofit dedicated to open source reinforcement learning, and we're beginning by maintaining and standardizing all the major open source reinforcement learning environments. Read more here:
New paper alert!
I spent 2021 building a framework for proprioceptive state estimation for all types of legged robots, and we report on some of our success. Work done with
Do you use Xacro? Let me show you some alternatives at my #ROSCon2022 talk in a few hours😉!
Check out this repository to get started with more sophisticated templating engines and compare them to Xacro right now👇
Attending ROSCon next week? Renato Gasoto, Robotics/AI Engineer at NVIDIA, will be discussing simulation environments with Gazebo and ISAAC Sim running in parallel. Streaming available during the conference. Here's the content he'll cover in this session.
Excited to see this approach replace the more traditional object / instance detection approach. Helps predict samples from high dimensional distributions.
Introducing Pix2Seq-D, a generalist framework casting panoptic segmentation as a discrete data generation task conditioned on pixels. Works for both images and videos, with minimal task engineering.
https://arxiv.org/abs/2210.06366
work w/ Lala Li, @srbhsxn@geoffreyhinton@fleet_dj
Presented some of the recent work from the Tesla Autopilot team at CVPR this year, especially about "Occupancy Networks" - our approach to solve general obstacle detection and using it to enable sophisticated collision avoidance. Full talk here: https://youtu.be/jPCV4GKX9Dw (1/12)
Can a quadruped perform agile and dynamic locomotion with fast and precise manipulation (like ball interception) skills? We create a robotic goalkeeper using Mini Cheetah with deep RL and it shows an 87.5% goal save ratio! More details can be found in our recent paper and video.
Videos contain a wealth of information about the visual world, but self-supervised methods have yet to use them for learning good image representations. Introducing VITO, a new method which discovers semantic concepts by binding content across time: https://dpmd.ai/dm-vito 1/
Today I had coffee with an MIT PhD who, in an effort to build AGI and mathematically prove free will, is coming up with an alternative to back propagation. How was your Monday?