underhousearrest | herta rerun advocator

daily ragebait

[underhousearrest | herta rerun advocator @dynamightxtnt]

an idiot admires complexity, a genius admires simplicity

[⋆𐙚 ̊. lu ♡’s satoru @starlessatoru]

geto saying gojo’s name for 1 minute

[underhousearrest | herta rerun advocator @dynamightxtnt]

@fakeidgaferphd bruh ts gay, be straight

[underhousearrest | herta rerun advocator @dynamightxtnt]

@ChocoFrimmel congrats sobat

[underhousearrest | herta rerun advocator @dynamightxtnt]

and the title is a diss to the first paper that kicked off AI research...

[Perks @perksverse]

Oxford researchers argue that LLMs can never invent anything.

It is mathematically impossible.

They published a paper called “Theory Is All You Need" and it argues against the claim that computational models can generate genuine novelty or new knowledge.

They analyzed the limits of generative ai, and the results are a brutal reality check for the idea that ai will replace human decision making under uncertainty.

Here is why AI is stuck and human cognition wins:

backward-looking vs forward-looking.. llms are probability machines that look backward at existing data. human cognition is forward-looking and capable of generating genuine novelty. human cognition operates theoretically "top-down" rather than "bottom-up" from data.

the "data-belief asymmetry".. the researchers use the invention of "heavier-than-air flight" to illustrate this concept. an ai relies on data-based prediction, which is largely imitative. humans, however, use theory-based causal logic that allows them to hold beliefs that go beyond existing data.

the intervention gap.. humans don't just process information; we use theory to practically "intervene" in the world. we engage in directed experimentation to generate entirely new data. ai-based models are theory-free and place primacy on existing data and prediction.

tldr?

AI uses a probability-based approach to knowledge and ia largely imitative. It can process data and make predictions, but human cognition relies on theory-based causal reasoning.

The decades-old analogy comparing human minds and computers to mere "input-output" devices is fundamentally flawed.

[underhousearrest | herta rerun advocator @dynamightxtnt]

@fakeidgaferphd ???

[underhousearrest | herta rerun advocator @dynamightxtnt]

roti bakar

[sydney swikee @illbertinsane]

substansi apa ya yang harus aku salah gunakan malam ini?
a. alkohol
b. diazepam
c. tramadol
d. kontol

[underhousearrest | herta rerun advocator @dynamightxtnt]

what kind of sick mf even gets the realization that led to this, and no they don't look like holes

[; @txtdarimaskael5]

hah? jujur gw selama ini ga pernah samsek kepikiran...

HOLE APA??? HOLE APAHHHH???

[underhousearrest | herta rerun advocator @dynamightxtnt]

@soutamichiyo eh bercanda 🙏

[underhousearrest | herta rerun advocator @dynamightxtnt]

so cute i love her

[About Snezhnaya ❄️ @AboutSnezhnaya]

SANDRONE FOR NEW COLLAB

Picture by Seele
#GenshinImpact

[underhousearrest | herta rerun advocator @dynamightxtnt]

wtb #cf23 #comifuro23 #comifuro

anything honkai star rail

[underhousearrest | herta rerun advocator @dynamightxtnt]

@licamelia_ @soutamichiyo kak kalau himeko nova ada ga kak?

[underhousearrest | herta rerun advocator @dynamightxtnt]

@csyaafc strict parents belike

[underhousearrest | herta rerun advocator @dynamightxtnt]

@soutamichiyo

[underhousearrest | herta rerun advocator @dynamightxtnt]

@kapooties kapoot u r so cool!

[underhousearrest | herta rerun advocator @dynamightxtnt]

@alamghiry @meluwnaa oke kawan salam damai ya, terimakasih opininya 🙌

[Riku 🍡 @RikuSenpai1]

This is the most beautiful creation to ever grace this earth. That's it. It's peak. #kiamei

[underhousearrest | herta rerun advocator @dynamightxtnt]

@hemceut @meluwnaa omg feminism and equal rights jg menurut dia mental illness 😭😭

[underhousearrest | herta rerun advocator @dynamightxtnt]

@meluwnaa @soutamichiyo never argue with stupid people they'll drag u down with them