Conference item
Mega-reward: Achieving human-level play without extrinsic rewards
- Abstract:
-
Intrinsic rewards were introduced to simulate how human intelligence works; they are usually evaluated by intrinsically-motivated play, i.e., playing games without extrinsic rewards but evaluated with extrinsic rewards. However, none of the existing intrinsic reward approaches can achieve human-level performance under this very challenging setting of intrinsically-motivated play. In this work, we propose a novel megalomania-driven intrinsic reward (called mega-reward), which, to our knowledge...
Expand abstract
- Publication status:
- Published
- Peer review status:
- Peer reviewed
Actions
Authors
Bibliographic Details
- Publisher:
- Association for the Advancement of Artificial Intelligence Publisher's website
- Journal:
- 34th AAAI Conference on Artificial Intelligence (AAAI 2020) Journal website
- Volume:
- 34
- Issue:
- 4
- Pages:
- 5826-5833
- Publication date:
- 2020-06-16
- Acceptance date:
- 2019-11-11
- Event title:
- 34th AAAI Conference on Artificial Intelligence (AAAI 2020)
- Event location:
- New York, New York, USA
- Event website:
- https://aaai.org/Conferences/AAAI-20/
- Event start date:
- 2020-02-07
- Event end date:
- 2020-02-12
- DOI:
- EISSN:
-
2374-3468
- ISSN:
-
2159-5399
- ISBN:
- 9781577358091
Item Description
- Language:
- English
- Keywords:
- Pubs id:
-
pubs:1082444
- UUID:
-
uuid:0c49a2fd-6019-431d-bfe5-345d088da4ad
- Local pid:
- pubs:1082444
- Source identifiers:
-
1082444
- Deposit date:
- 2020-01-14
Terms of use
- Copyright holder:
- Association for the Advancement of Artificial Intelligence
- Copyright date:
- 2020
- Rights statement:
- Copyright © 2020 Association for the Advancement of Artificial Intelligence.
- Notes:
- This paper was presented at the 34th AAAI Conference on Artificial Intelligence (AAAI 2020), New York, New York, USA, February 2020. This is the accepted manuscript version of the article. The final version is available online from AAAI at: https://doi.org/10.1609/aaai.v34i04.6040
Metrics
If you are the owner of this record, you can report an update to it here: Report update to this record