Matches in SemOpenAlex for { <https://semopenalex.org/work/W2983662313> ?p ?o ?g. }
Showing items 1 to 77 of
77
with 100 items per page.
- W2983662313 abstract "Although there have been many advances in machine learning and artificial intelligence, video games still define the behavior of characters through careful scripting. These scripted agents follow a fixed set of rules or behavior trees resulting in behavior which is predictable and discernibly different from human gameplay. We demonstrate how to combine imitation learning with scripted agents in order to efficiently train hierarchical policies. Integrating both programmed and learned components, these hierarchical polices improve upon the expressiveness of the original scripted agent, allowing more diverse and human-like behavior to emerge. Additionally, we demonstrate that learned policies also maintain behavior guarantees afforded by the scripted agent, allowing a developer to be confident in the behavior of the learned policy. We demonstrate this interplay between classical AI techniques and statistical machine learning through a case study in Minecraft, and explore open questions about the necessary and sufficient conditions to achieve a fruitful interplay between these two approaches." @default.
- W2983662313 created "2019-11-22" @default.
- W2983662313 creator A5011932968 @default.
- W2983662313 creator A5020961252 @default.
- W2983662313 creator A5034711562 @default.
- W2983662313 creator A5085473829 @default.
- W2983662313 date "2019-05-13" @default.
- W2983662313 modified "2023-09-24" @default.
- W2983662313 title "Customizing Scripted Bots: Sample Efficient Imitation Learning for Human-like Behavior in Minecraft" @default.
- W2983662313 cites W2003386389 @default.
- W2983662313 cites W2006791053 @default.
- W2983662313 cites W2119296376 @default.
- W2983662313 cites W2227614561 @default.
- W2983662313 cites W2480004914 @default.
- W2983662313 cites W2884247313 @default.
- W2983662313 cites W2962787969 @default.
- W2983662313 cites W2962938178 @default.
- W2983662313 cites W2963802910 @default.
- W2983662313 cites W2964179661 @default.
- W2983662313 cites W2964250417 @default.
- W2983662313 cites W3102505089 @default.
- W2983662313 cites W2962915384 @default.
- W2983662313 hasPublicationYear "2019" @default.
- W2983662313 type Work @default.
- W2983662313 sameAs 2983662313 @default.
- W2983662313 citedByCount "1" @default.
- W2983662313 countsByYear W29836623132019 @default.
- W2983662313 crossrefType "proceedings-article" @default.
- W2983662313 hasAuthorship W2983662313A5011932968 @default.
- W2983662313 hasAuthorship W2983662313A5020961252 @default.
- W2983662313 hasAuthorship W2983662313A5034711562 @default.
- W2983662313 hasAuthorship W2983662313A5085473829 @default.
- W2983662313 hasConcept C107457646 @default.
- W2983662313 hasConcept C126388530 @default.
- W2983662313 hasConcept C154945302 @default.
- W2983662313 hasConcept C15744967 @default.
- W2983662313 hasConcept C177264268 @default.
- W2983662313 hasConcept C199360897 @default.
- W2983662313 hasConcept C41008148 @default.
- W2983662313 hasConcept C61423126 @default.
- W2983662313 hasConcept C77805123 @default.
- W2983662313 hasConceptScore W2983662313C107457646 @default.
- W2983662313 hasConceptScore W2983662313C126388530 @default.
- W2983662313 hasConceptScore W2983662313C154945302 @default.
- W2983662313 hasConceptScore W2983662313C15744967 @default.
- W2983662313 hasConceptScore W2983662313C177264268 @default.
- W2983662313 hasConceptScore W2983662313C199360897 @default.
- W2983662313 hasConceptScore W2983662313C41008148 @default.
- W2983662313 hasConceptScore W2983662313C61423126 @default.
- W2983662313 hasConceptScore W2983662313C77805123 @default.
- W2983662313 hasLocation W29836623131 @default.
- W2983662313 hasOpenAccess W2983662313 @default.
- W2983662313 hasPrimaryLocation W29836623131 @default.
- W2983662313 hasRelatedWork W1500095950 @default.
- W2983662313 hasRelatedWork W2103251112 @default.
- W2983662313 hasRelatedWork W2146060396 @default.
- W2983662313 hasRelatedWork W2165664253 @default.
- W2983662313 hasRelatedWork W2510557902 @default.
- W2983662313 hasRelatedWork W2518139248 @default.
- W2983662313 hasRelatedWork W2566257017 @default.
- W2983662313 hasRelatedWork W2647735349 @default.
- W2983662313 hasRelatedWork W2759189496 @default.
- W2983662313 hasRelatedWork W2783268317 @default.
- W2983662313 hasRelatedWork W2884248963 @default.
- W2983662313 hasRelatedWork W2894179095 @default.
- W2983662313 hasRelatedWork W2964027856 @default.
- W2983662313 hasRelatedWork W2965563563 @default.
- W2983662313 hasRelatedWork W2967852106 @default.
- W2983662313 hasRelatedWork W2976846901 @default.
- W2983662313 hasRelatedWork W3005850366 @default.
- W2983662313 hasRelatedWork W3113184484 @default.
- W2983662313 hasRelatedWork W3155473317 @default.
- W2983662313 hasRelatedWork W2186041638 @default.
- W2983662313 isParatext "false" @default.
- W2983662313 isRetracted "false" @default.
- W2983662313 magId "2983662313" @default.
- W2983662313 workType "article" @default.