Phillip Isola (MIT) simons.berkele... Understanding Lower-Level Intelligence from AI, Psychology, and Neuroscience Perspectives
Пікірлер: 14
@justinkeane1932 ай бұрын
I was eight minutes in before I understood the title!
@kellymoses8566Ай бұрын
It makes perfect sense for different AIs to learn similar representations of the same reality. This is similar to how science works.
@sunmessi3 күн бұрын
This paper is not about AI. It is about Ontology and Epistemology.
@user-ic7ii8fs2jАй бұрын
people of different cultures view the world in entirely different ways. It depends on culture, language, genetics etc. for example, people who speak Navajo have an entirely different way of perceiving reality and breaking it down into components than western English speaking people. A shaman would also see the world completely differently to a western man
@KakaSun02 ай бұрын
this could be sparks of SSI
@mooncop2 ай бұрын
what is the opposite of confirmation bias?
@dadaburro28 күн бұрын
Confirmation variance?
@GerardSansАй бұрын
The hypothesis for learning convergence is false. There’s no universal representation of knowledge. There’s though confirmation, data and anthropomorphic biases to be learned here. See umwelt and differing latent space representations even for exact same Transformers. That’s enough to refute these claims.
@GerardSansАй бұрын
Besides convergence is expected mathematically as these models are massive approximation functions. It’s only logical that they will convergence. It’s an approximation algorithm!
@GerardSansАй бұрын
It’s strange because this is so contradictory with day to day practices that shows a massive gap between theoric AI researchers and practitioners. Each model is trained from scratch not fine tuned from a common ancestor. This is not possible precisely because the latent space representations are not compatible even between different versions of the same model.
@jorgesimao4350Ай бұрын
The data is similar, so similar umwelt. Architecture and algorithm then converge to similar solutions, to "explain" the data.
@DistortedV12Ай бұрын
why should this be so profound and how is it relevant to real world?
@angelxmod3Ай бұрын
The title explains it "Platonic Representation". A platonic object exists outside of reality and reality is just a reflection of the perfect form. Think of a chair, it has 4 legs and a flat surface, it takes physical form and gets certain details but it is never a platonic chair. this hypothesis says that these models approach a platonic form representation that is evidence for the existence of platonic forms that exists outside of our reality.
@user-ic7ii8fs2jАй бұрын
35:20 This hypothesis suggests that representations of the world are universal