Just looking at the ICLR 2024 outstanding papers I would say only one is math-heavy (generalization of diffusion models). The vision transformers need registers in particular is nice and has basically nothing. Somewhat ironically the more math heavy papers were relegated to the honorable mentions lol.

Obv every paper is gonna require you to latex something I'm not saying that, but in my experience the way you approach a theory/math paper vs the other types of papers is just so different with the math being extremely secondary (means to an end type deal). Compare the protein discovery paper vs the robust agents paper.

Also (and if you're familiar I'm sure you've seen this as well) these conferences are usually flooded with garbage like "we changed some model marginally in pytorch and got some small non-generalizable improvements" and sometimes that stuff gets published so.

I'm sure bear can speak more on this given that he actually worked in industry but non research level AI will probably have like 0% math and 100% coding lol.

Even research level stuff (let's say getting published in NeurIPS/ICLR/ICML etc.) doesn't need to have a ton of math depending on what you do. Explicit calculus like taking a derivative usually shows up in the form of optimization but i don't see a ton of that honestly (granted I am in a stats dept so keep that in mind when I look at papers). Obviously though probability and analysis which are used a lot build upon calc, and there are certainly explicit uses like for stochastic PDE's in diffusion models. But if for whatever reason you love calc and only calc keep that in mind.

sniper is cringe and its good on product but kinda not great on bagel

+ clearcut sucks

(bagel gameplay is also good on its own merits but better players could probably articulate why more succinctly)

i think your computer might be older than young sanity

your vids are goated god bless

Włezłycśó tf2 ęis po yrokówaktn arztaolcket błkąła isę op tclhaa i yowdrwatak ąocchdz żicśeikam iwąsk w wkiazzią ełnkmy witaśęowł pozsdciaąwje isę kterdwawoaj emicśnioc odp myjcuzni imeianb.

Wait the first few highfive clips are actually fucking impossible lmao

this guy just fucking wins

I think whip bombs could be insane, it's sort of hard to tell because historically highlander soldiers are not exactly jump savants and you're playing into the iron wall (pyro/heavy/scout/engineer, pyro here being the worst). But it wouldn't surprise me if invite soldiers make it totally busted. The walk speed increase is like 40% which is actually pretty nuts but I'm not sure how that translates into rj speed, maybe the jump nerds know.

official rip to prec, you had a good run

Playing this game has only damaged my relationships with women and I wouldn't want it any other way

https://i.imgur.com/QtbLNqk.png

https://cdn.betterttv.net/emote/6518b687fc204fb5a94ca81d/3x.webp

if i get picked by exile can i suddenly go mia

also damn sniper is STACKED

NGL might be 900 iq play to derail the thread though, usually b4nny deploys a schizo to do so but the pedophile gambit is one step up

The best way to do this that's in your power is for you to completely detach yourself from the game