Reward Functions

Tag

Draft papers for REALab and Decoupled Approval on tampering

Jonathan Uesato and Ramana Kumar

28 Oct 2020 16:01 UTC

47 points

2 comments1 min readLW link

Reward is not the optimization target

TurnTrout25 Jul 2022 0:03 UTC

279 points

104 comments10 min readLW link

Why we want unbiased learning processes

Stuart_Armstrong20 Feb 2018 14:48 UTC

13 points

3 comments3 min readLW link

$100/$50 rewards for good references

Stuart_Armstrong3 Dec 2021 16:55 UTC

20 points

5 comments1 min readLW link

[Question] Seriously, what goes wrong with “reward the agent when it makes you smile”?

TurnTrout11 Aug 2022 22:22 UTC

79 points

41 comments2 min readLW link

Four usages of “loss” in AI

TurnTrout2 Oct 2022 0:52 UTC

42 points

18 comments4 min readLW link

Scaling Laws for Reward Model Overoptimization

leogao, John Schulman and Jacob_Hilton

20 Oct 2022 0:20 UTC

86 points

11 comments1 min readLW link

(arxiv.org)

Learning societal values from law as part of an AGI alignment strategy

John Nay21 Oct 2022 2:03 UTC

3 points

18 comments54 min readLW link

Thoughts on reward engineering

paulfchristiano24 Jan 2019 20:15 UTC

30 points

30 comments11 min readLW link

Reward function learning: the value function

Stuart_Armstrong24 Apr 2018 16:29 UTC

9 points

0 comments11 min readLW link

Reward functions and updating assumptions can hide a multitude of sins

Stuart_Armstrong18 May 2020 15:18 UTC

16 points

2 comments9 min readLW link

Reward function learning: the learning process

Stuart_Armstrong24 Apr 2018 12:56 UTC

6 points

11 comments8 min readLW link

Utility versus Reward function: partial equivalence

Stuart_Armstrong13 Apr 2018 14:58 UTC

17 points

5 comments5 min readLW link

Intuitive examples of reward function learning?

Stuart_Armstrong6 Mar 2018 16:54 UTC

7 points

3 comments2 min readLW link

Probabilities, weights, sums: pretty much the same for reward functions

Stuart_Armstrong20 May 2020 15:19 UTC

11 points

1 comment2 min readLW link

The reward engineering problem

paulfchristiano16 Jan 2019 18:47 UTC

26 points

3 comments7 min readLW link

Reward model hacking as a challenge for reward learning

Erik Jenner12 Apr 2022 9:39 UTC

25 points

1 comment9 min readLW link

An investigation into when agents may be incentivized to manipulate our beliefs.

Felix Hofstätter13 Sep 2022 17:08 UTC

15 points

0 comments14 min readLW link

Leveraging Legal Informatics to Align AI

John Nay18 Sep 2022 20:39 UTC

11 points

0 comments3 min readLW link

(forum.effectivealtruism.org)

Reward IS the Optimization Target

Carn28 Sep 2022 17:59 UTC

−1 points

3 comments5 min readLW link

A Short Dialogue on the Meaning of Reward Functions

Leon Lang, Quintin Pope and peligrietzer

19 Nov 2022 21:04 UTC

42 points

0 comments3 min readLW link

Paretoism, a “safe” AI governance paradigm

Jonas Metzger19 Jan 2023 23:09 UTC

4 points

3 comments9 min readLW link

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