Adaptable Aviators: future of autonomous navigation Liquid networks | Ramin Hasani | TEDxMIT Salon

We delve into the realm of Liquid Neural Networks, an innovative approach to artificial intelligence inspired by the humble nematode C. elegans. Learn how these tiny, adaptable networks can understand the task they are given and navigate robustly complex environments when deployed on drones!

[nicktasios]

One of the reasons they have not been very popular is that, like neural ODEs/Continuous normalising flows, they require backpropagation through an ODE solver, which can be slow and complex to implement. I haven't experimented with LNNs yet, but they look promising.

[ps]

Liquid neuron has been out for 2 years and no one is paying much attention to it. Perhaps we need to fine tune human brain (or in human term, do more marketing) better to notice this innovation

[DanielSanchez-jlvf]

can you apply self-atenttion to liquid neurons to improve scalabilty or it sounds easier than it actually is?

[khaledmoulayamar]

impressive and wonderful, thank u so much

[feridbelgaid]

Dear Raminheimer, Please don't put a gun on that thing

[yumpatongko]

Give it freedom(liquid), you get liquid(freedom)🎉❤

[shawnvandever]

Current deep learning isn't going to get us to AGI. We need a fresh architecture with continuous learning and memory. This seems promising if it can scale

[Gabcikovo]

6:20 liquid neural networks perform significantly better than the other ones because they understand the task

[erwinzer]

Zero labeling that insane. We are closer to AGI

[CharlesFraser]

While this is like Enescu level genius, the demos are incredibly boring. Can you make a serious model that demonstrates broad learning and understanding. Perhaps working with the team at Roboat to make a boat that can ferry people about or a drone that can follow / film an amazing cyclist through various different environments. Train the drones on amazing drone pilots. Do something that shows real value now rather than potential value (which is obs massive)

[ivan]

good for robopets and autonomous seeking weapons