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Fac­tored Cognition

TagLast edit: Dec 30, 2024, 9:56 AM by Dakara

Factored Cognition is an approach to artificial intelligence where sophisticated learning and reasoning is broken down (or factored) into many small and mostly independent tasks [1].

Factored Cognition is related to Iterated Amplification (IDA).

Rant on Prob­lem Fac­tor­iza­tion for Alignment

johnswentworthAug 5, 2022, 7:23 PM
98 points
53 comments6 min readLW link

Travers­ing a Cog­ni­tion Space

Rafael HarthDec 7, 2020, 6:32 PM
17 points
5 comments12 min readLW link

Ideal­ized Fac­tored Cognition

Rafael HarthNov 30, 2020, 6:49 PM
34 points
6 comments11 min readLW link

A guide to Iter­ated Am­plifi­ca­tion & Debate

Rafael HarthNov 15, 2020, 5:14 PM
75 points
12 comments15 min readLW link

Clar­ify­ing Fac­tored Cognition

Rafael HarthDec 13, 2020, 8:02 PM
23 points
2 comments3 min readLW link

FC fi­nal: Can Fac­tored Cog­ni­tion schemes scale?

Rafael HarthJan 24, 2021, 10:18 PM
17 points
0 comments17 min readLW link

[Part 1] Am­plify­ing gen­er­al­ist re­search via fore­cast­ing – Models of im­pact and challenges

Dec 19, 2019, 3:50 PM
55 points
29 comments17 min readLW link

Fac­tored Cognition

stuhlmuellerDec 5, 2018, 1:01 AM
45 points
6 comments17 min readLW link

Crit­i­cal re­view of Chris­ti­ano’s dis­agree­ments with Yudkowsky

Vanessa KosoyDec 27, 2023, 4:02 PM
174 points
40 comments15 min readLW link

Up­date on Ought’s ex­per­i­ments on fac­tored eval­u­a­tion of arguments

Owain_EvansJan 12, 2020, 9:20 PM
29 points
1 comment1 min readLW link
(ought.org)

Align­ment Newslet­ter #36

Rohin ShahDec 12, 2018, 1:10 AM
21 points
0 comments11 min readLW link
(mailchi.mp)

[Part 2] Am­plify­ing gen­er­al­ist re­search via fore­cast­ing – re­sults from a pre­limi­nary exploration

Dec 19, 2019, 3:49 PM
62 points
10 comments14 min readLW link1 review

Wri­teup: Progress on AI Safety via Debate

Feb 5, 2020, 9:04 PM
102 points
18 comments33 min readLW link

Intuition

Rafael HarthDec 20, 2020, 9:49 PM
26 points
1 comment6 min readLW link

Thoughts on “Pro­cess-Based Su­per­vi­sion”

Steven ByrnesJul 17, 2023, 2:08 PM
74 points
4 comments23 min readLW link

Hid­ing Complexity

Rafael HarthNov 20, 2020, 4:35 PM
29 points
14 comments7 min readLW link

Pre­face to the Se­quence on Fac­tored Cognition

Rafael HarthNov 30, 2020, 6:49 PM
35 points
6 comments2 min readLW link

Garrabrant and Shah on hu­man mod­el­ing in AGI

Rob BensingerAug 4, 2021, 4:35 AM
60 points
10 comments47 min readLW link

Su­per­vise Pro­cess, not Outcomes

Apr 5, 2022, 10:18 PM
145 points
9 comments10 min readLW link

A De­cep­tively Sim­ple Ar­gu­ment in fa­vor of Prob­lem Factorization

Logan ZoellnerAug 6, 2022, 5:32 PM
3 points
4 comments1 min readLW link

Mea­sur­ing and Im­prov­ing the Faith­ful­ness of Model-Gen­er­ated Rea­son­ing

Jul 18, 2023, 4:36 PM
111 points
15 comments6 min readLW link1 review

A Library and Tu­to­rial for Fac­tored Cog­ni­tion with Lan­guage Models

Sep 28, 2022, 6:15 PM
47 points
0 comments1 min readLW link

Re­search ideas to study hu­mans with AI Safety in mind

Riccardo VolpatoJul 3, 2020, 4:01 PM
23 points
2 comments5 min readLW link

Align­ment with ar­gu­ment-net­works and as­sess­ment-predictions

Tor Økland BarstadDec 13, 2022, 2:17 AM
10 points
5 comments45 min readLW link

[Question] What are the differ­ences be­tween all the iter­a­tive/​re­cur­sive ap­proaches to AI al­ign­ment?

riceissaSep 21, 2019, 2:09 AM
33 points
14 comments2 min readLW link

De­bate Minus Fac­tored Cognition

abramdemskiDec 29, 2020, 10:59 PM
37 points
42 comments11 min readLW link

AIS 101: Task de­com­po­si­tion for scal­able oversight

Charbel-RaphaëlJul 25, 2023, 1:34 PM
27 points
0 comments19 min readLW link
(docs.google.com)

Sta­tus conscious

avantika.mehraJan 16, 2023, 5:44 PM
2 points
0 comments5 min readLW link

Vaniver’s View on Fac­tored Cognition

VaniverAug 23, 2019, 2:54 AM
48 points
4 comments8 min readLW link

Solv­ing Math Prob­lems by Relay

Jul 17, 2020, 3:32 PM
103 points
26 comments7 min readLW link

Ought will host a fac­tored cog­ni­tion “Lab Meet­ing”

Sep 9, 2022, 11:46 PM
35 points
1 comment1 min readLW link
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