Matches in SemOpenAlex for { <https://semopenalex.org/work/W2900938420> ?p ?o ?g. }
Showing items 1 to 74 of
74
with 100 items per page.
- W2900938420 abstract "This paper reviews the reasons that Human-in-the-Loop is both critical for preventing widely-understood failure modes for machine learning, and not a practical solution. Following this, we review two current heuristic methods for addressing this. The first is provable safety envelopes, which are possible only when the dynamics of the system are fully known, but can be useful safety guarantees when optimal behavior is based on machine learning with poorly-understood safety characteristics. The second is the simpler circuit breaker model, which can forestall or prevent catastrophic outcomes by stopping the system, without any specific model of the system. This paper proposes using heuristic, dynamic safety envelopes, which are a plausible halfway point between these approaches that allows human oversight without some of the more difficult problems faced by Human-in-the-Loop systems. Finally, the paper concludes with how this approach can be used for governance of systems where otherwise unsafe systems are deployed." @default.
- W2900938420 created "2018-11-29" @default.
- W2900938420 creator A5010975997 @default.
- W2900938420 date "2018-11-22" @default.
- W2900938420 modified "2023-09-27" @default.
- W2900938420 title "Oversight of Unsafe Systems via Dynamic Safety Envelopes." @default.
- W2900938420 cites W1971084072 @default.
- W2900938420 cites W2749747771 @default.
- W2900938420 cites W2794878842 @default.
- W2900938420 cites W2891572479 @default.
- W2900938420 cites W3145027627 @default.
- W2900938420 hasPublicationYear "2018" @default.
- W2900938420 type Work @default.
- W2900938420 sameAs 2900938420 @default.
- W2900938420 citedByCount "0" @default.
- W2900938420 crossrefType "posted-content" @default.
- W2900938420 hasAuthorship W2900938420A5010975997 @default.
- W2900938420 hasConcept C10138342 @default.
- W2900938420 hasConcept C112930515 @default.
- W2900938420 hasConcept C119599485 @default.
- W2900938420 hasConcept C127413603 @default.
- W2900938420 hasConcept C144133560 @default.
- W2900938420 hasConcept C154945302 @default.
- W2900938420 hasConcept C173801870 @default.
- W2900938420 hasConcept C2524010 @default.
- W2900938420 hasConcept C28719098 @default.
- W2900938420 hasConcept C33923547 @default.
- W2900938420 hasConcept C38652104 @default.
- W2900938420 hasConcept C39389867 @default.
- W2900938420 hasConcept C41008148 @default.
- W2900938420 hasConcept C61352017 @default.
- W2900938420 hasConcept C77405623 @default.
- W2900938420 hasConceptScore W2900938420C10138342 @default.
- W2900938420 hasConceptScore W2900938420C112930515 @default.
- W2900938420 hasConceptScore W2900938420C119599485 @default.
- W2900938420 hasConceptScore W2900938420C127413603 @default.
- W2900938420 hasConceptScore W2900938420C144133560 @default.
- W2900938420 hasConceptScore W2900938420C154945302 @default.
- W2900938420 hasConceptScore W2900938420C173801870 @default.
- W2900938420 hasConceptScore W2900938420C2524010 @default.
- W2900938420 hasConceptScore W2900938420C28719098 @default.
- W2900938420 hasConceptScore W2900938420C33923547 @default.
- W2900938420 hasConceptScore W2900938420C38652104 @default.
- W2900938420 hasConceptScore W2900938420C39389867 @default.
- W2900938420 hasConceptScore W2900938420C41008148 @default.
- W2900938420 hasConceptScore W2900938420C61352017 @default.
- W2900938420 hasConceptScore W2900938420C77405623 @default.
- W2900938420 hasLocation W29009384201 @default.
- W2900938420 hasOpenAccess W2900938420 @default.
- W2900938420 hasPrimaryLocation W29009384201 @default.
- W2900938420 hasRelatedWork W1529733883 @default.
- W2900938420 hasRelatedWork W1573570822 @default.
- W2900938420 hasRelatedWork W2181467831 @default.
- W2900938420 hasRelatedWork W2185926805 @default.
- W2900938420 hasRelatedWork W2268946161 @default.
- W2900938420 hasRelatedWork W2493869228 @default.
- W2900938420 hasRelatedWork W2601232671 @default.
- W2900938420 hasRelatedWork W2606817790 @default.
- W2900938420 hasRelatedWork W2607188313 @default.
- W2900938420 hasRelatedWork W2782082370 @default.
- W2900938420 hasRelatedWork W2894033912 @default.
- W2900938420 hasRelatedWork W2896068337 @default.
- W2900938420 hasRelatedWork W2921530378 @default.
- W2900938420 hasRelatedWork W3008689912 @default.
- W2900938420 hasRelatedWork W3014142920 @default.
- W2900938420 hasRelatedWork W3039045514 @default.
- W2900938420 hasRelatedWork W3132737487 @default.
- W2900938420 hasRelatedWork W3205951249 @default.
- W2900938420 hasRelatedWork W2096665056 @default.
- W2900938420 hasRelatedWork W2402140176 @default.
- W2900938420 isParatext "false" @default.
- W2900938420 isRetracted "false" @default.
- W2900938420 magId "2900938420" @default.
- W2900938420 workType "article" @default.