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AI Capabilities

TagLast edit: 29 Aug 2021 12:57 UTC by plex

AI Capabilities are the growing abilities of AIs to act effectively in increasingly complex environments. It is often compared to to AI Alignment, which refers to efforts to ensure that these effective actions taken by AIs are also intended by the creators and beneficial to humanity.

Effi­cien­tZero: hu­man ALE sam­ple-effi­ciency w/​MuZero+self-supervised

gwern2 Nov 2021 2:32 UTC
134 points
52 comments1 min readLW link
(arxiv.org)

Effi­cien­tZero: How It Works

1a3orn26 Nov 2021 15:17 UTC
289 points
48 comments29 min readLW link1 review

Com­pet­i­tive pro­gram­ming with AlphaCode

Algon2 Feb 2022 16:49 UTC
58 points
37 comments15 min readLW link
(deepmind.com)

What DALL-E 2 can and can­not do

Swimmer963 (Miranda Dixon-Luinenburg) 1 May 2022 23:51 UTC
352 points
305 comments9 min readLW link

Is AI Progress Im­pos­si­ble To Pre­dict?

alyssavance15 May 2022 18:30 UTC
277 points
38 comments2 min readLW link

[Cross­post] AlphaTen­sor, Taste, and the Scal­a­bil­ity of AI

jamierumbelow9 Oct 2022 19:42 UTC
16 points
4 comments1 min readLW link
(jamieonsoftware.com)

Deep­Mind on Strat­ego, an im­perfect in­for­ma­tion game

sanxiyn24 Oct 2022 5:57 UTC
15 points
9 comments1 min readLW link
(arxiv.org)

What will the scaled up GATO look like? (Up­dated with ques­tions)

Amal 25 Oct 2022 12:44 UTC
34 points
20 comments1 min readLW link

Meta AI an­nounces Cicero: Hu­man-Level Di­plo­macy play (with di­alogue)

Jacy Reese Anthis22 Nov 2022 16:50 UTC
93 points
64 comments1 min readLW link
(www.science.org)

Why the tech­nolog­i­cal sin­gu­lar­ity by AGI may never happen

hippke3 Sep 2021 14:19 UTC
5 points
14 comments1 min readLW link

The al­ign­ment prob­lem in differ­ent ca­pa­bil­ity regimes

Buck9 Sep 2021 19:46 UTC
87 points
12 comments5 min readLW link

Epistemic Strate­gies of Safety-Ca­pa­bil­ities Tradeoffs

adamShimi22 Oct 2021 8:22 UTC
5 points
0 comments6 min readLW link

Google an­nounces Path­ways: new gen­er­a­tion mul­ti­task AI Architecture

Ozyrus29 Oct 2021 11:55 UTC
6 points
1 comment1 min readLW link
(blog.google)

In­ter­pret­ing Yud­kowsky on Deep vs Shal­low Knowledge

adamShimi5 Dec 2021 17:32 UTC
100 points
32 comments24 min readLW link

OpenAI Solves (Some) For­mal Math Olympiad Problems

Michaël Trazzi2 Feb 2022 21:49 UTC
78 points
26 comments2 min readLW link

Per­sonal imi­ta­tion software

Flaglandbase7 Mar 2022 7:55 UTC
6 points
6 comments1 min readLW link

PaLM in “Ex­trap­o­lat­ing GPT-N perfor­mance”

Lanrian6 Apr 2022 13:05 UTC
83 points
19 comments2 min readLW link

We have achieved Noob Gains in AI

phdead18 May 2022 20:56 UTC
115 points
21 comments7 min readLW link

[linkpost] The fi­nal AI bench­mark: BIG-bench

RomanS10 Jun 2022 8:53 UTC
25 points
21 comments1 min readLW link

Prin­ci­ples of Pri­vacy for Align­ment Research

johnswentworth27 Jul 2022 19:53 UTC
69 points
30 comments7 min readLW link

The longest train­ing run

17 Aug 2022 17:18 UTC
69 points
10 comments9 min readLW link
(epochai.org)

[Question] Are lan­guage mod­els close to the su­per­hu­man level in philos­o­phy?

Roman Leventov19 Aug 2022 4:43 UTC
5 points
2 comments2 min readLW link

What’s the Most Im­pres­sive Thing That GPT-4 Could Plau­si­bly Do?

bayesed26 Aug 2022 15:34 UTC
24 points
22 comments1 min readLW link

[Question] What would you ex­pect a mas­sive mul­ti­modal on­line fed­er­ated learner to be ca­pa­ble of?

Aryeh Englander27 Aug 2022 17:31 UTC
13 points
4 comments1 min readLW link

No, hu­man brains are not (much) more effi­cient than computers

Jesse Hoogland6 Sep 2022 13:53 UTC
18 points
17 comments4 min readLW link
(www.jessehoogland.com)

Alex­aTM − 20 Billion Pa­ram­e­ter Model With Im­pres­sive Performance

ViktorThink9 Sep 2022 21:46 UTC
5 points
0 comments1 min readLW link

Eval­u­a­tions pro­ject @ ARC is hiring a re­searcher and a web­dev/​engineer

Beth Barnes9 Sep 2022 22:46 UTC
98 points
7 comments10 min readLW link

[Question] Are Speed Su­per­in­tel­li­gences Fea­si­ble for Modern ML Tech­niques?

DragonGod14 Sep 2022 12:59 UTC
9 points
7 comments1 min readLW link

ACT-1: Trans­former for Actions

Daniel Kokotajlo14 Sep 2022 19:09 UTC
52 points
4 comments1 min readLW link
(www.adept.ai)

Will we run out of ML data? Ev­i­dence from pro­ject­ing dataset size trends

Pablo Villalobos14 Nov 2022 16:42 UTC
74 points
12 comments2 min readLW link
(epochai.org)

Mas­ter­ing Strat­ego (Deep­mind)

svemirski2 Dec 2022 2:21 UTC
6 points
0 comments1 min readLW link
(www.deepmind.com)

Can GPT-3 Write Con­tra Dances?

jefftk4 Dec 2022 3:00 UTC
6 points
4 comments10 min readLW link
(www.jefftk.com)

A Year of AI In­creas­ing AI Progress

ThomasW30 Dec 2022 2:09 UTC
145 points
3 comments2 min readLW link

Lan­guage mod­els can gen­er­ate su­pe­rior text com­pared to their input

ChristianKl17 Jan 2023 10:57 UTC
46 points
28 comments1 min readLW link

Google an­nounces ‘Bard’ pow­ered by LaMDA

M. Y. Zuo6 Feb 2023 19:40 UTC
31 points
3 comments2 min readLW link

Syd­ney can play chess and kind of keep track of the board state

Erik Jenner3 Mar 2023 9:39 UTC
61 points
19 comments6 min readLW link

Google’s PaLM-E: An Em­bod­ied Mul­ti­modal Lan­guage Model

SandXbox7 Mar 2023 4:11 UTC
86 points
7 comments1 min readLW link
(palm-e.github.io)

Squeez­ing foun­da­tions re­search as­sis­tance out of for­mal logic nar­row AI.

Donald Hobson8 Mar 2023 9:38 UTC
14 points
1 comment2 min readLW link

A chess game against GPT-4

Rafael Harth16 Mar 2023 14:05 UTC
23 points
20 comments1 min readLW link

[Question] What are the rel­a­tive speeds of AI ca­pa­bil­ities and AI safety?

NunoSempere24 Apr 2020 18:21 UTC
8 points
2 comments1 min readLW link

Deep­Mind: Gen­er­ally ca­pa­ble agents emerge from open-ended play

Daniel Kokotajlo27 Jul 2021 14:19 UTC
247 points
53 comments2 min readLW link
(deepmind.com)

OpenAI Codex: First Impressions

specbug13 Aug 2021 16:52 UTC
49 points
8 comments4 min readLW link
(sixeleven.in)

To con­tribute to AI safety, con­sider do­ing AI research

Vika16 Jan 2016 20:42 UTC
39 points
39 comments2 min readLW link

[Question] What’s the differ­ence be­tween newer Atari-play­ing AI and the older Deep­mind one (from 2014)?

Raemon2 Nov 2021 23:36 UTC
27 points
8 comments1 min readLW link

AI Tracker: mon­i­tor­ing cur­rent and near-fu­ture risks from su­per­scale models

23 Nov 2021 19:16 UTC
64 points
13 comments3 min readLW link
(aitracker.org)

HIRING: In­form and shape a new pro­ject on AI safety at Part­ner­ship on AI

Madhulika Srikumar24 Nov 2021 8:27 UTC
6 points
0 comments1 min readLW link

How to mea­sure FLOP/​s for Neu­ral Net­works em­piri­cally?

Marius Hobbhahn29 Nov 2021 15:18 UTC
16 points
5 comments7 min readLW link

What’s the back­ward-for­ward FLOP ra­tio for Neu­ral Net­works?

13 Dec 2021 8:54 UTC
19 points
9 comments10 min readLW link

How I’m think­ing about GPT-N

delton13717 Jan 2022 17:11 UTC
47 points
21 comments18 min readLW link

Es­ti­mat­ing train­ing com­pute of Deep Learn­ing models

20 Jan 2022 16:12 UTC
37 points
4 comments1 min readLW link

Un­com­pet­i­tive pro­gram­ming with GPT-3

Bezzi6 Feb 2022 10:19 UTC
7 points
8 comments3 min readLW link

Test­ing PaLM prompts on GPT3

Yitz6 Apr 2022 5:21 UTC
103 points
15 comments8 min readLW link

Gato’s Gen­er­al­i­sa­tion: Pre­dic­tions and Ex­per­i­ments I’d Like to See

Oliver Sourbut18 May 2022 7:15 UTC
43 points
3 comments10 min readLW link

[Question] What is the most prob­a­ble AI?

Zeruel01720 Jun 2022 23:26 UTC
−2 points
0 comments3 min readLW link

AI Fore­cast­ing: One Year In

jsteinhardt4 Jul 2022 5:10 UTC
131 points
12 comments6 min readLW link
(bounded-regret.ghost.io)

A Cri­tique of AI Align­ment Pessimism

ExCeph19 Jul 2022 2:28 UTC
8 points
1 comment9 min readLW link

Align­ment be­ing im­pos­si­ble might be bet­ter than it be­ing re­ally difficult

Martín Soto25 Jul 2022 23:57 UTC
12 points
2 comments2 min readLW link

[Question] How might we make bet­ter use of AI ca­pa­bil­ities re­search for al­ign­ment pur­poses?

ghostwheel31 Aug 2022 4:19 UTC
11 points
4 comments1 min readLW link

How should Deep­Mind’s Chin­chilla re­vise our AI fore­casts?

Cleo Nardo15 Sep 2022 17:54 UTC
35 points
12 comments13 min readLW link

It mat­ters when the first sharp left turn happens

Adam Jermyn29 Sep 2022 20:12 UTC
35 points
9 comments4 min readLW link

Anony­mous ad­vice: If you want to re­duce AI risk, should you take roles that ad­vance AI ca­pa­bil­ities?

Benjamin Hilton11 Oct 2022 14:16 UTC
54 points
10 comments1 min readLW link

Is GPT-N bounded by hu­man ca­pa­bil­ities? No.

Cleo Nardo17 Oct 2022 23:26 UTC
38 points
7 comments2 min readLW link

They gave LLMs ac­cess to physics simulators

ryan_b17 Oct 2022 21:21 UTC
50 points
18 comments1 min readLW link
(arxiv.org)

Ar­ti­cle Re­view: Google’s AlphaTensor

Robert_AIZI12 Oct 2022 18:04 UTC
8 points
2 comments10 min readLW link

Paper: Dis­cov­er­ing novel al­gorithms with AlphaTen­sor [Deep­mind]

LawrenceC5 Oct 2022 16:20 UTC
82 points
18 comments1 min readLW link
(www.deepmind.com)

[Question] Is the speed of train­ing large mod­els go­ing to in­crease sig­nifi­cantly in the near fu­ture due to Cere­bras An­dromeda?

Amal 15 Nov 2022 22:50 UTC
11 points
11 comments1 min readLW link

When AI solves a game, fo­cus on the game’s me­chan­ics, not its theme.

Cleo Nardo23 Nov 2022 19:16 UTC
81 points
7 comments2 min readLW link

Notes on Meta’s Di­plo­macy-Play­ing AI

Erich_Grunewald22 Dec 2022 11:34 UTC
7 points
2 comments14 min readLW link
(www.erichgrunewald.com)

A case for ca­pa­bil­ities work on AI as net pos­i­tive

Noosphere8927 Feb 2023 21:12 UTC
9 points
37 comments1 min readLW link