Menu
Sign In Search Podcasts Charts People & Topics Add Podcast API Blog Pricing

Zach Furman

๐Ÿ‘ค Speaker
696 total appearances

Appearances Over Time

Podcast Appearances

LessWrong (Curated & Popular)
"Deep learning as program synthesis" by Zach Furman

The settings where today's mechanistic interpretability tools provide such clean, complete, and unambiguously correct results are very rare.

LessWrong (Curated & Popular)
"Deep learning as program synthesis" by Zach Furman

There's a details box here with the title Aren't Most Networks Uninterpretable?

LessWrong (Curated & Popular)
"Deep learning as program synthesis" by Zach Furman

Why this doesn't disprove the thesis?

LessWrong (Curated & Popular)
"Deep learning as program synthesis" by Zach Furman

The box contents are omitted from this narration.

LessWrong (Curated & Popular)
"Deep learning as program synthesis" by Zach Furman

Therefore, while mechanistic interpretability can supply plausibility to our hypothesis, we need to move towards more indirect evidence to start building a positive case.

LessWrong (Curated & Popular)
"Deep learning as program synthesis" by Zach Furman

Heading.

LessWrong (Curated & Popular)
"Deep learning as program synthesis" by Zach Furman

Indirect evidence.

LessWrong (Curated & Popular)
"Deep learning as program synthesis" by Zach Furman

Quote.

LessWrong (Curated & Popular)
"Deep learning as program synthesis" by Zach Furman

Just before OpenAI started, I met Ilya Sutskiva.

LessWrong (Curated & Popular)
"Deep learning as program synthesis" by Zach Furman

One of the first things he said to me was, look, the models, they just want to learn.

LessWrong (Curated & Popular)
"Deep learning as program synthesis" by Zach Furman

You have to understand this.

LessWrong (Curated & Popular)
"Deep learning as program synthesis" by Zach Furman

The models, they just wanna learn.

LessWrong (Curated & Popular)
"Deep learning as program synthesis" by Zach Furman

And it was a bit like a Zen koan.

LessWrong (Curated & Popular)
"Deep learning as program synthesis" by Zach Furman

I listened to this and I became enlightened.

LessWrong (Curated & Popular)
"Deep learning as program synthesis" by Zach Furman

What that told me is that the phenomenon that I'd seen wasn't just some random thing.

LessWrong (Curated & Popular)
"Deep learning as program synthesis" by Zach Furman

It was broad, it was more general.

LessWrong (Curated & Popular)
"Deep learning as program synthesis" by Zach Furman

The models just wanna learn.

LessWrong (Curated & Popular)
"Deep learning as program synthesis" by Zach Furman

You get the obstacles out of their way.

LessWrong (Curated & Popular)
"Deep learning as program synthesis" by Zach Furman

You give them good data.

LessWrong (Curated & Popular)
"Deep learning as program synthesis" by Zach Furman

You give them enough space to operate in.