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Zuzanna Stamirowska

👤 Speaker
570 total appearances

Appearances Over Time

Podcast Appearances

The Neuron: AI Explained
Inside Pathway’s Brain-Like AI: Zuzanna Stamirowska on Continual Learning, Memory & Real-Time Reasoning

Of course, first of all, we do it.

The Neuron: AI Explained
Inside Pathway’s Brain-Like AI: Zuzanna Stamirowska on Continual Learning, Memory & Real-Time Reasoning

There are no reasons actually for it not to scale and like scaling laws are inherited from Transformer.

The Neuron: AI Explained
Inside Pathway’s Brain-Like AI: Zuzanna Stamirowska on Continual Learning, Memory & Real-Time Reasoning

But there's also no big need to scale.

The Neuron: AI Explained
Inside Pathway’s Brain-Like AI: Zuzanna Stamirowska on Continual Learning, Memory & Real-Time Reasoning

This is not the game of scaling of more parameters and more data because this is kind of not where the value is to come from.

The Neuron: AI Explained
Inside Pathway’s Brain-Like AI: Zuzanna Stamirowska on Continual Learning, Memory & Real-Time Reasoning

The value is to come from faster learning how to solve problems that haven't been seen in the training data.

The Neuron: AI Explained
Inside Pathway’s Brain-Like AI: Zuzanna Stamirowska on Continual Learning, Memory & Real-Time Reasoning

I like this.

The Neuron: AI Explained
Inside Pathway’s Brain-Like AI: Zuzanna Stamirowska on Continual Learning, Memory & Real-Time Reasoning

This is where we want to get to.

The Neuron: AI Explained
Inside Pathway’s Brain-Like AI: Zuzanna Stamirowska on Continual Learning, Memory & Real-Time Reasoning

And actually, if we can show better learning out of smaller data, well, this is the kind of value that...

The Neuron: AI Explained
Inside Pathway’s Brain-Like AI: Zuzanna Stamirowska on Continual Learning, Memory & Real-Time Reasoning

that we want to prove.

The Neuron: AI Explained
Inside Pathway’s Brain-Like AI: Zuzanna Stamirowska on Continual Learning, Memory & Real-Time Reasoning

So actually, I hope that very quickly, you know, we'll be more looking at models that are very small, but capable of producing results comparable to the big ones.

The Neuron: AI Explained
Inside Pathway’s Brain-Like AI: Zuzanna Stamirowska on Continual Learning, Memory & Real-Time Reasoning

Love that.

The Neuron: AI Explained
Inside Pathway’s Brain-Like AI: Zuzanna Stamirowska on Continual Learning, Memory & Real-Time Reasoning

That's awesome.

The Neuron: AI Explained
Inside Pathway’s Brain-Like AI: Zuzanna Stamirowska on Continual Learning, Memory & Real-Time Reasoning

We're not looking at scale and root for scaling.

The Neuron: AI Explained
Inside Pathway’s Brain-Like AI: Zuzanna Stamirowska on Continual Learning, Memory & Real-Time Reasoning

We're looking at this getting better at puzzle solving and reasoning and hopefully, you know, in as general way as possible to get it closer to the way that humans

The Neuron: AI Explained
Inside Pathway’s Brain-Like AI: Zuzanna Stamirowska on Continual Learning, Memory & Real-Time Reasoning

reason, work, and ultimately innovate.

The Neuron: AI Explained
Inside Pathway’s Brain-Like AI: Zuzanna Stamirowska on Continual Learning, Memory & Real-Time Reasoning

Because if you look at a real innovator, like the best ones that I know, because I kind of have them on the team, right?

The Neuron: AI Explained
Inside Pathway’s Brain-Like AI: Zuzanna Stamirowska on Continual Learning, Memory & Real-Time Reasoning

It's not about seeing what's there, but it's seeing what's not there and what could be there.

The Neuron: AI Explained
Inside Pathway’s Brain-Like AI: Zuzanna Stamirowska on Continual Learning, Memory & Real-Time Reasoning

We don't know, but I don't think those limits work in this way.

The Neuron: AI Explained
Inside Pathway’s Brain-Like AI: Zuzanna Stamirowska on Continual Learning, Memory & Real-Time Reasoning

I don't think, I mean, right now we do have the number of neurons that you may get there.

The Neuron: AI Explained
Inside Pathway’s Brain-Like AI: Zuzanna Stamirowska on Continual Learning, Memory & Real-Time Reasoning

You may imagine models where you would be adding them.