Table Of ContentBen Goertzel · Matt Iklé ·
Alexey Potapov · Denis Ponomaryov (Eds.)
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3 Artificial
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15th International Conference, AGI 2022
Seattle, WA, USA, August 19–22, 2022
Proceedings
Lecture Notes in Artificial Intelligence 13539
Subseries of Lecture Notes in Computer Science
SeriesEditors
RandyGoebel
UniversityofAlberta,Edmonton,Canada
WolfgangWahlster
DFKI,Berlin,Germany
Zhi-HuaZhou
NanjingUniversity,Nanjing,China
FoundingEditor
JörgSiekmann
DFKIandSaarlandUniversity,Saarbrücken,Germany
Moreinformationaboutthissubseriesathttps://link.springer.com/bookseries/1244
· · ·
Ben Goertzel Matt Iklé Alexey Potapov
Denis Ponomaryov (Eds.)
Artificial
General Intelligence
15th International Conference, AGI 2022
Seattle, WA, USA, August 19–22, 2022
Proceedings
Editors
BenGoertzel MattIklé
SingularityNETFoundation SingularityNETFoundation
Amsterdam,TheNetherlands Amsterdam,TheNetherlands
AlexeyPotapov DenisPonomaryov
SingularityNETFoundation RussianAcademyofSciences
Amsterdam,TheNetherlands Novosibirsk,Russia
ISSN 0302-9743 ISSN 1611-3349 (electronic)
LectureNotesinArtificialIntelligence
ISBN 978-3-031-19906-6 ISBN 978-3-031-19907-3 (eBook)
https://doi.org/10.1007/978-3-031-19907-3
LNCSSublibrary:SL7–ArtificialIntelligence
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Preface
This volume contains the papers presented at AGI 2022, the 15th Conference on
Artificial General Intelligence. The conference took place at The Crocodile in Seat-
tleduringAugust19–22,2022,andwasbroadcastliveviaZoomandco-sponsoredby
SingularityNET’sYouTubechannelforonlineparticipantsandviewers.
Spread over four days, the conference included two full-day and two half-day
workshops, eight keynote lectures, two fireside chats featuring AGI luminaries, two
panelsessions,acodedemonstration,eightsessionsofin-personandonlinecontributed
papersandtalks,twopostervideosessions,andafulldayofgeneralaudiencesessions
withleadingAGIresearchersandleaders.
Learning from our first attempt at a hybrid conference at AGI 2021 in Palo Alto,
California, the AGI 2022 hybrid conference process went smoothly and included
additionaltimeforonlinepaperpresentations.Inadditiontothefull-daydeepdivesinto
theNARSandOpenCog/HyperonAGIsystemsthathavebecomesomewhattraditional
intheAGIconferenceseries,thisyear’sconferencealsoincludedhalf-dayworkshops
on Interpretable Natural Language Processing and AGI in FinTech, as well as a full-
daydemonstrationofFutureAI’sBrainSimulatorII.Thethemeforthisyear’sgeneral
audiencedaywasEthicalMachineCreativity,whichculminatedinaneveningconcert
withaspectacularperformancebytheJamGalaxyband,featuringtheDesdemonarobot
singingAI-generatedlyrics(albeitwithsomehumancuration).
Researchersfromatleast19countriesattendedAGI2022,eitherin-personoronline.
As always, conference activities spawned numerous deep discussions on incredibly
diversetopicsoutsideofthevenueitself.
ThisvolumecontainsthecontributedpaperspresentedatAGI2022.Therewere61
submissions.Eachsubmissionwasreviewedbyatleasttwo(onaverage2.54)Program
Committeemembers.Thecommitteedecidedtoaccept31longpapers(51%acceptance)
fororalpresentation,andanadditional13submissionsforposterpresentations.Asusual,
conference presentations and discussions spanned a wide and ever-evolving array of
topics. New this year were discussions on AGI hardware as well as the release of a
majoropen-sourcesoftwaretool,theDR-Learner.
Speakers and panelists for the general audience day included Sophia Robot (AGI
Ambassador), Joscha Bach (Principal AI Engineer, Intel Labs), Ben Goertzel (CEO,
OpenCogFoundationandSingularityNETandChair,AGISociety),JanetAdams(COO,
SingularityNET),KyrtinAtreides(COO,AGILaboratory),GabrielAxelMontes(Music
Co-director,JamGalaxy),CharlesSimon(FounderandCEO,FutureAI),ChrisPoulin
(TrueAGIAdvisor),EdKeller(SingularityNET),DianneKrouse(JamGalaxy),MattIklé
(CAIO, SingularityNET, and Treasurer, AGI Society), and Douglas Miles (Logicmoo
andSingularityNET).
vi Preface
Threeadditionalkeynotespeecheswerepresentedbyresearchersfrombothacademia
andindustry.Thisyear’sspeakersandtopicswereasfollows:
(cid:129) NelsonNiu(Ph.D.student,UniversityofWashington),“PolynomialFunctors:Natural
FormalModelsofInteraction”
(cid:129) RachelSt.Clair(FounderandCEO,Simuli),“ResourceManagementinAGISystems”
(cid:129) ChrisPoulinandPhilTabor(Co-leader,DR-Learner),“OpenSourceDeepReinforce-
mentLearning:DeepDive”
Alsoincludedthisyearweretwofiresidechats
(cid:129) BenGoertzelandRachelSt.Clair,“NovelHardwareforEnablingAGIandMachine
Creativity”
(cid:129) Ben Goertzel and Gary Marcus (Founder and CEO, Robust.AI), “Overcoming the
ObstaclesBetweenHereandAGI”
Finally,therewasonecodedemo:
(cid:129) DzvinkaYarish(Co-author,DR-Learner),“DemoofOpenSourceDR-LearnerTool”
Weendbythankingeveryonewhomadethissuccessfulconferenceeventhappen.
Thisincludesallofoursponsors(SingularityNETfortheirincredibleandhard-working
team that helped organize the event and handled the logistics, moderation, and live-
streamingoftheconference;theAGISocietyfororganizingtheconferenceseriessince
2008;FutureAIfortheirgenerousfinancialsupportasa“MainAGISession”sponsor;
TrueAGIfortheirin-kindsupport;andSpringerfortheircontributionforthebestpaper
prize as well as their proceedings publishing support). It also includes every one of
ourProgramCommitteemembersfortheirdedicatedservicetothereviewprocess,our
contributors,participants,andtutorial,workshop,andpanelsessionorganizers,without
whomtheconferencewouldnotexist.
August2022 BenGoertzel
MattIklé
DenisPonomaryov
AlexeyPotapov
Organization
GeneralChair
BenGoertzel AGISociety,USA,andSingularityNET,
TheNetherlands
ProgramCommitteeViceChairs
MattIklé AGISociety,USA,andSingularityNET,
TheNetherlands
AlexeyPotapov SingularityNET,TheNetherlands
DenisPonomaryov NovosibirskStateUniversity,Russia
OrganizingCommittee
JanetAdams SingularityNET,TheNetherlands
IbbyBenali SingularityNET,TheNetherlands
BenGoertzel AGISociety,USA,andSingularityNET,
TheNetherlands
LowyHaley SingularityNET,TheNetherlands
MattIklé AGISociety,USA,andSingularityNET,
TheNetherlands,
SarahIsakson SingularityNET,TheNetherlands
LisaRein JamGalaxy,USA
RyanSternlicht JamGalaxy,USA
IainWentworth SingularityNET,TheNetherlands
ProgramCommittee
CristianoCastelfranchi InstituteofCognitiveSciencesandTechnologies,
Italy
AntonioChella UniversitàdiPalermo,Italy
DeborahDuong SingularityNET,TheNetherlands
AaronEberhart KansasStateUniversity,USA
NilGeisweiller OpenCogFoundationandSingularityNET,
TheNetherlands
BenGoertzel SingularityNET,TheNetherlands
ThomasGärtner TUWien,Austria
viii Organization
PatrickHammer TempleUniversity,USA
JoseHernandez-Orallo UniversitatPolitècnicadeValència,Spain
MarcusHutter AustralianNationalUniversity,Australia
MattIklé SingularityNET,TheNetherlands
CliffJoslyn PacificNorthwestNationalLaboratory,USA
GarrettKatz SyracuseUniversity,USA
AntonKolonin SingularityDAO,St.Lucia
XiangLi LiaoningUniversityofTechnology,China
JohnLicato IndianaUniversity-PurdueUniversityFort
Wayne,USA
FrankLoebe UniversityofLeipzig,Germany
TonyLofthouse StockholmUniversity,Sweden
DouglasMiles SingularityNET,TheNetherlands
TillMossakowski UniversityofMagdeburg,Germany
AmedeoNapoli LoriaNancy(CNRS,Inria,andUniversitéde
Lorraine),France
LaurentOrseau Google,USA
GuentherPalm UniversityofUlm,Germany
AleksandrI.Panov FederalResearchCenterComputerScienceand
Control,RAS,Russia
MaximPeterson ITMOUniversity,Russia
DenisPonomaryov NovosibirskStateUniversity,Russia
AlexeyPotapov SingularityNET,TheNetherlands
RafalRzepka HokkaidoUniversity,Japan
RicardoSanz UniversidadPolitécnicadeMadrid,Spain
OlegScherbakov ITMOUniversity,Russia
UteSchmid UniversityofBamberg,Germany
AbdulrahmanSemrie SingularityNET,TheNetherlands
BarrySmith SUNYBuffalo,USA
BasSteunebrink NNAISENSE,Switzerland
KristinnR.Thorisson ReykjavikUniversity,Iceland
AdamVandervorst SingularityNET,TheNetherlands
MarioVerdicchio UniversitàdegliStudidiBergamo,Italy
PeiWang TempleUniversity,USA
JonathanWarrell SingularityNET,TheNetherlands
RobertWünsche TUDresden,Germany
RomanYampolskiy UniversityofLouisville,USA
LiudmilaZhilyakova V.A.TrapeznikovInstituteofControlSciences,
RAS,Russia
Organization ix
AdditionalReviewers
Catt,Elliot
Eberding,Leonard
Landgrebe,Jobst
Livenstev,Vadim
Penz,David
Sheikhlar,Arash