Perspective: Generative learning for nonlinear dynamics By William Gilpin NaturalSciences @ UT rdcu.be/dysiB

Following the recent NSF DARE conference, a large team of us got together and wrote a perspective piece on where and how computational modelling can support neurorehabilitation within a clinical pipeline, by leveraging a 'patient-in-the-loop' framework: jneuroengrehab.biomedcentral.com/counter/pdf/10…

😢Did you miss the #MyoSymposium at #NeurIPS 2023? We had an extraordinary lineup of invited speakers in addition to the #MyoChallenge 2023 winners. ▶️You can now watch the playback of the presentations: neurips.cc/virtual/2023/c…

Are you interested in predictive simulations? We encourage you to participate in the Workshop on Predictive Simulations of Human Movement that will take place on Thursday 26th and Friday 27th of September 2024 in Barcelona. sites.google.com/view/optimal-c…

Should legged robot use RL or trajectory optimization? #icra2024

Microsoft AI: we take the alignment problem very seriously Microsoft Word:

🎉Are you ready for #MyoChallenge '24? In partnership with NeurIPS Conference, we will push the boundaries of bionic motor controls between human and machines. Stay tuned for the upcoming MyoChallenge '24! 🔗sites.google.com/view/myosuite/…

just discovered how americans pronounce niche, need a moment

Abstract submission: 2024.icneurorehab.org/abstract-submi… Track: AI and Computational Methods in Rehabilitation Session: Moving outside the lab: Integrating mobile sensing, AI, and biomechanics for precision rehabilitation #wearables

Model-Free Reinforcement Learning (MFRL) has been alluring, especially with supercharged compute with physics on GPU. However, the methods use 0-th order gradients, and are often not the best optimizers. Can we do better than PPO in continuous control for robotics? Turns out

We are glad to share the recording of the ESB webinar by Mathias Peirlinck: youtu.be/3W6H9Wc5By0?fe… Don't miss it!

𝐒𝐞𝐧𝐬𝐢𝐭𝐢𝐯𝐢𝐭𝐲 𝐨𝐟 𝐤𝐧𝐞𝐞 𝐜𝐚𝐫𝐭𝐢𝐥𝐚𝐠𝐞 𝐛𝐢𝐨𝐦𝐞𝐜𝐡𝐚𝐧𝐢𝐜𝐬 𝐢𝐧 𝐟𝐢𝐧𝐢𝐭𝐞 𝐞𝐥𝐞𝐦𝐞𝐧𝐭 𝐚𝐧𝐚𝐥𝐲𝐬𝐢𝐬 𝐭𝐨 𝐬𝐞𝐥𝐞𝐜𝐭𝐞𝐝 𝐌𝐮𝐬𝐜𝐮𝐥𝐨𝐬𝐤𝐞𝐥𝐞𝐭𝐚𝐥 𝐦𝐨𝐝𝐞𝐥𝐬 🔗 doi.org/10.1080/102558… #OpenAccess

We will hold Office Hours at American Society of Biomechanics for anyone for wanting to discuss OpenSim and related software tools with experts. Register now: mobilize.stanford.edu/office-hours-f…

Do the authors provide the simulation videos with the accompanying optimal policies? I would be very interested in seeing those!

What's really going on in machine learning? Just finished a deep dive using (new) minimal models. Seems like ML is basically about fitting together lumps of computational irreducibility ... with important potential implications for science of ML, and future tech...

The first paper of my PhD on the estimation of GRFs from wearables is now live: peerj.com/articles/17896/ Full dataset of 50 runners (osf.io/wqjp9/) and accompanying code (github.com/JoshCarter97/L…) also open access for those interested!

How can we better understand the variable expression of neurodegenerative diseases by studying motion-brain links? Introducing our new work on developing a data-driven Parkinson's disease (PD) subtyping approach published in Nature Machine Intelligence and advised by Ehsan Adeli 🚀 🧵👇

I was looking to see if it had been published a few days ago! Good timing! 😊

Unpopular opinion. Articles with a numbered citation style are a nuisance.

Seeking Postdoctoral Fellows in digital human modeling. Join us Stanford University to develop new methods for simulating, generating, and understanding human movement. PhD in biomechanics, computer science, or related fields required. Learn more: nmbl.stanford.edu/opportunities/…