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Eve Bodnia

๐Ÿ‘ค Speaker
495 total appearances

Appearances Over Time

Podcast Appearances

The Neuron: AI Explained
Why Energy-Based Models Could Be the Next Big Shift in AI

at least to my knowledge, and apparently to other people's knowledge since the EBMs for reasoning were not there until us, at least we haven't seen much, which is actually working, I felt like the latency variables is what was crucial and also the way you train it was different and also we

The Neuron: AI Explained
Why Energy-Based Models Could Be the Next Big Shift in AI

sort of the training process, we made it transparent.

The Neuron: AI Explained
Why Energy-Based Models Could Be the Next Big Shift in AI

There is ability to self-align for the model.

The Neuron: AI Explained
Why Energy-Based Models Could Be the Next Big Shift in AI

So almost like a self-supervision for certain use cases.

The Neuron: AI Explained
Why Energy-Based Models Could Be the Next Big Shift in AI

So it's like multiple pieces which need to be engineered together in a certain way.

The Neuron: AI Explained
Why Energy-Based Models Could Be the Next Big Shift in AI

And also navigation algorithm on energy landscape came from completely unexpected area I personally was working and was passionate about during my PhD years.

The Neuron: AI Explained
Why Energy-Based Models Could Be the Next Big Shift in AI

Yeah, so we launched the company basically a week ago or something.

The Neuron: AI Explained
Why Energy-Based Models Could Be the Next Big Shift in AI

And I received like over 2000 emails and messages on LinkedIn, which is good.

The Neuron: AI Explained
Why Energy-Based Models Could Be the Next Big Shift in AI

Like I'm always grateful.

The Neuron: AI Explained
Why Energy-Based Models Could Be the Next Big Shift in AI

And it's always like fun to see that people are curious.

The Neuron: AI Explained
Why Energy-Based Models Could Be the Next Big Shift in AI

So it means like we're doing something right.

The Neuron: AI Explained
Why Energy-Based Models Could Be the Next Big Shift in AI

And we partnering with a bunch of professors and fields in the experts.

The Neuron: AI Explained
Why Energy-Based Models Could Be the Next Big Shift in AI

So we can try to write some education materials and put it on our website.

The Neuron: AI Explained
Why Energy-Based Models Could Be the Next Big Shift in AI

We also have, like, a small science team who just are writing about foundational, like, mathematics behind LLMs, behind EBMs of different kind, and they're trying to publish papers.

The Neuron: AI Explained
Why Energy-Based Models Could Be the Next Big Shift in AI

So I feel like maybe Jan Rekun's papers would be the best place as a start.

The Neuron: AI Explained
Why Energy-Based Models Could Be the Next Big Shift in AI

But again, like, Jan is amazing.

The Neuron: AI Explained
Why Energy-Based Models Could Be the Next Big Shift in AI

He's doing, like, lots of different techniques, but there's also a lot more coming up.

The Neuron: AI Explained
Why Energy-Based Models Could Be the Next Big Shift in AI

So I guess if you just...

The Neuron: AI Explained
Why Energy-Based Models Could Be the Next Big Shift in AI

Stay tuned.

The Neuron: AI Explained
Why Energy-Based Models Could Be the Next Big Shift in AI

For like AmiLabs producing new materials and us producing new materials.