<> <http://www.w3.org/2000/01/rdf-schema#comment> "The repository administrator has not yet configured an RDF license."^^<http://www.w3.org/2001/XMLSchema#string> .
<> <http://xmlns.com/foaf/0.1/primaryTopic> <https://discovery.ucl.ac.uk/id/eprint/10187244> .
<https://discovery.ucl.ac.uk/id/eprint/10187244> <http://www.w3.org/1999/02/22-rdf-syntax-ns#type> <http://purl.org/ontology/bibo/Article> .
<https://discovery.ucl.ac.uk/id/eprint/10187244> <http://purl.org/dc/terms/title> "Multi-Agent Training beyond Zero-Sum with Correlated Equilibrium Meta-Solvers"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/eprint/10187244> <http://purl.org/ontology/bibo/abstract> "Two-player, constant-sum games are well studied in the literature, but there has been limited progress outside of this setting. We propose Joint Policy-Space Response Oracles (JPSRO), an algorithm for training agents in n-player, general-sum extensive form games, which provably converges to an equilibrium. We further suggest correlated equilibria (CE) as promising meta-solvers, and propose a novel solution concept Maximum Gini Correlated Equilibrium (MGCE), a principled and computationally efficient family of solutions for solving the correlated equilibrium selection problem. We conduct several experiments using CE meta-solvers for JPSRO and demonstrate convergence on n-player, general-sum games."^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/eprint/10187244> <http://purl.org/dc/terms/date> "2021" .
<https://discovery.ucl.ac.uk/id/document/1712008> <http://www.w3.org/1999/02/22-rdf-syntax-ns#type> <http://purl.org/ontology/bibo/Document> .
<https://discovery.ucl.ac.uk/id/eprint/10187244> <http://purl.org/ontology/bibo/volume> "139" .
<https://discovery.ucl.ac.uk/id/org/ext-c8238797dfdebb7112ed6ca1c1261801> <http://www.w3.org/1999/02/22-rdf-syntax-ns#type> <http://xmlns.com/foaf/0.1/Organization> .
<https://discovery.ucl.ac.uk/id/org/ext-c8238797dfdebb7112ed6ca1c1261801> <http://xmlns.com/foaf/0.1/name> "Proceedings of Machine Learning Research"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/eprint/10187244> <http://purl.org/dc/terms/publisher> <https://discovery.ucl.ac.uk/id/org/ext-c8238797dfdebb7112ed6ca1c1261801> .
<https://discovery.ucl.ac.uk/id/publication/ext-6a62241fd913ca14ea9ecb292687afac> <http://www.w3.org/1999/02/22-rdf-syntax-ns#type> <http://purl.org/ontology/bibo/Collection> .
<https://discovery.ucl.ac.uk/id/publication/ext-6a62241fd913ca14ea9ecb292687afac> <http://xmlns.com/foaf/0.1/name> "Proceedings of the 38th International Conference on Machine Learning"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/eprint/10187244> <http://purl.org/dc/terms/isPartOf> <https://discovery.ucl.ac.uk/id/publication/ext-6a62241fd913ca14ea9ecb292687afac> .
<https://discovery.ucl.ac.uk/id/eprint/10187244> <http://purl.org/ontology/bibo/status> <http://purl.org/ontology/bibo/status/published> .
<https://discovery.ucl.ac.uk/id/eprint/10187244> <http://purl.org/dc/terms/creator> <https://discovery.ucl.ac.uk/id/person/ext-19d833902710cc0dd06395058f1f38f8> .
<https://discovery.ucl.ac.uk/id/eprint/10187244> <http://purl.org/ontology/bibo/authorList> <https://discovery.ucl.ac.uk/id/eprint/10187244#authors> .
<https://discovery.ucl.ac.uk/id/eprint/10187244#authors> <http://www.w3.org/1999/02/22-rdf-syntax-ns#_1> <https://discovery.ucl.ac.uk/id/person/ext-19d833902710cc0dd06395058f1f38f8> .
<https://discovery.ucl.ac.uk/id/eprint/10187244> <http://purl.org/dc/terms/creator> <https://discovery.ucl.ac.uk/id/person/ext-b8cf44d394f7c151a813eab46d5949fe> .
<https://discovery.ucl.ac.uk/id/eprint/10187244> <http://purl.org/ontology/bibo/authorList> <https://discovery.ucl.ac.uk/id/eprint/10187244#authors> .
<https://discovery.ucl.ac.uk/id/eprint/10187244#authors> <http://www.w3.org/1999/02/22-rdf-syntax-ns#_2> <https://discovery.ucl.ac.uk/id/person/ext-b8cf44d394f7c151a813eab46d5949fe> .
<https://discovery.ucl.ac.uk/id/eprint/10187244> <http://purl.org/dc/terms/creator> <https://discovery.ucl.ac.uk/id/person/ext-4028974033e7e885478c25fedb8119cf> .
<https://discovery.ucl.ac.uk/id/eprint/10187244> <http://purl.org/ontology/bibo/authorList> <https://discovery.ucl.ac.uk/id/eprint/10187244#authors> .
<https://discovery.ucl.ac.uk/id/eprint/10187244#authors> <http://www.w3.org/1999/02/22-rdf-syntax-ns#_3> <https://discovery.ucl.ac.uk/id/person/ext-4028974033e7e885478c25fedb8119cf> .
<https://discovery.ucl.ac.uk/id/eprint/10187244> <http://purl.org/dc/terms/creator> <https://discovery.ucl.ac.uk/id/person/ext-abf8dd2951fc52217f3e511227741d0d> .
<https://discovery.ucl.ac.uk/id/eprint/10187244> <http://purl.org/ontology/bibo/authorList> <https://discovery.ucl.ac.uk/id/eprint/10187244#authors> .
<https://discovery.ucl.ac.uk/id/eprint/10187244#authors> <http://www.w3.org/1999/02/22-rdf-syntax-ns#_4> <https://discovery.ucl.ac.uk/id/person/ext-abf8dd2951fc52217f3e511227741d0d> .
<https://discovery.ucl.ac.uk/id/eprint/10187244> <http://purl.org/dc/terms/creator> <https://discovery.ucl.ac.uk/id/person/ext-8d8ae981cef63584e61781e34ec524dd> .
<https://discovery.ucl.ac.uk/id/eprint/10187244> <http://purl.org/ontology/bibo/authorList> <https://discovery.ucl.ac.uk/id/eprint/10187244#authors> .
<https://discovery.ucl.ac.uk/id/eprint/10187244#authors> <http://www.w3.org/1999/02/22-rdf-syntax-ns#_5> <https://discovery.ucl.ac.uk/id/person/ext-8d8ae981cef63584e61781e34ec524dd> .
<https://discovery.ucl.ac.uk/id/eprint/10187244> <http://www.loc.gov/loc.terms/relators/EDT> <https://discovery.ucl.ac.uk/id/person/ext-8494566b43068a06a565e9a6ca780482> .
<https://discovery.ucl.ac.uk/id/eprint/10187244> <http://purl.org/ontology/bibo/editorList> <https://discovery.ucl.ac.uk/id/eprint/10187244#editors> .
<https://discovery.ucl.ac.uk/id/eprint/10187244#editors> <http://www.w3.org/1999/02/22-rdf-syntax-ns#_1> <https://discovery.ucl.ac.uk/id/person/ext-8494566b43068a06a565e9a6ca780482> .
<https://discovery.ucl.ac.uk/id/eprint/10187244> <http://www.loc.gov/loc.terms/relators/EDT> <https://discovery.ucl.ac.uk/id/person/ext-acb42ac8066d9dba9c107c60d9defe94> .
<https://discovery.ucl.ac.uk/id/eprint/10187244> <http://purl.org/ontology/bibo/editorList> <https://discovery.ucl.ac.uk/id/eprint/10187244#editors> .
<https://discovery.ucl.ac.uk/id/eprint/10187244#editors> <http://www.w3.org/1999/02/22-rdf-syntax-ns#_2> <https://discovery.ucl.ac.uk/id/person/ext-acb42ac8066d9dba9c107c60d9defe94> .
<https://discovery.ucl.ac.uk/id/person/ext-8d8ae981cef63584e61781e34ec524dd> <http://www.w3.org/1999/02/22-rdf-syntax-ns#type> <http://xmlns.com/foaf/0.1/Person> .
<https://discovery.ucl.ac.uk/id/person/ext-8d8ae981cef63584e61781e34ec524dd> <http://xmlns.com/foaf/0.1/givenName> "Thore"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/person/ext-8d8ae981cef63584e61781e34ec524dd> <http://xmlns.com/foaf/0.1/familyName> "Graepel"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/person/ext-8d8ae981cef63584e61781e34ec524dd> <http://xmlns.com/foaf/0.1/name> "Thore Graepel"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/person/ext-4028974033e7e885478c25fedb8119cf> <http://www.w3.org/1999/02/22-rdf-syntax-ns#type> <http://xmlns.com/foaf/0.1/Person> .
<https://discovery.ucl.ac.uk/id/person/ext-4028974033e7e885478c25fedb8119cf> <http://xmlns.com/foaf/0.1/givenName> "Marc"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/person/ext-4028974033e7e885478c25fedb8119cf> <http://xmlns.com/foaf/0.1/familyName> "Lanctot"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/person/ext-4028974033e7e885478c25fedb8119cf> <http://xmlns.com/foaf/0.1/name> "Marc Lanctot"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/person/ext-b8cf44d394f7c151a813eab46d5949fe> <http://www.w3.org/1999/02/22-rdf-syntax-ns#type> <http://xmlns.com/foaf/0.1/Person> .
<https://discovery.ucl.ac.uk/id/person/ext-b8cf44d394f7c151a813eab46d5949fe> <http://xmlns.com/foaf/0.1/givenName> "Paul"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/person/ext-b8cf44d394f7c151a813eab46d5949fe> <http://xmlns.com/foaf/0.1/familyName> "Muller"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/person/ext-b8cf44d394f7c151a813eab46d5949fe> <http://xmlns.com/foaf/0.1/name> "Paul Muller"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/person/ext-acb42ac8066d9dba9c107c60d9defe94> <http://www.w3.org/1999/02/22-rdf-syntax-ns#type> <http://xmlns.com/foaf/0.1/Person> .
<https://discovery.ucl.ac.uk/id/person/ext-acb42ac8066d9dba9c107c60d9defe94> <http://xmlns.com/foaf/0.1/givenName> "T"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/person/ext-acb42ac8066d9dba9c107c60d9defe94> <http://xmlns.com/foaf/0.1/familyName> "Zhang"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/person/ext-acb42ac8066d9dba9c107c60d9defe94> <http://xmlns.com/foaf/0.1/name> "T Zhang"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/person/ext-8494566b43068a06a565e9a6ca780482> <http://www.w3.org/1999/02/22-rdf-syntax-ns#type> <http://xmlns.com/foaf/0.1/Person> .
<https://discovery.ucl.ac.uk/id/person/ext-8494566b43068a06a565e9a6ca780482> <http://xmlns.com/foaf/0.1/givenName> "M"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/person/ext-8494566b43068a06a565e9a6ca780482> <http://xmlns.com/foaf/0.1/familyName> "Meila"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/person/ext-8494566b43068a06a565e9a6ca780482> <http://xmlns.com/foaf/0.1/name> "M Meila"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/person/ext-19d833902710cc0dd06395058f1f38f8> <http://www.w3.org/1999/02/22-rdf-syntax-ns#type> <http://xmlns.com/foaf/0.1/Person> .
<https://discovery.ucl.ac.uk/id/person/ext-19d833902710cc0dd06395058f1f38f8> <http://xmlns.com/foaf/0.1/givenName> "Luke"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/person/ext-19d833902710cc0dd06395058f1f38f8> <http://xmlns.com/foaf/0.1/familyName> "Marris"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/person/ext-19d833902710cc0dd06395058f1f38f8> <http://xmlns.com/foaf/0.1/name> "Luke Marris"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/person/ext-abf8dd2951fc52217f3e511227741d0d> <http://www.w3.org/1999/02/22-rdf-syntax-ns#type> <http://xmlns.com/foaf/0.1/Person> .
<https://discovery.ucl.ac.uk/id/person/ext-abf8dd2951fc52217f3e511227741d0d> <http://xmlns.com/foaf/0.1/givenName> "Karl"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/person/ext-abf8dd2951fc52217f3e511227741d0d> <http://xmlns.com/foaf/0.1/familyName> "Tuyls"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/person/ext-abf8dd2951fc52217f3e511227741d0d> <http://xmlns.com/foaf/0.1/name> "Karl Tuyls"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/eprint/10187244> <http://www.w3.org/1999/02/22-rdf-syntax-ns#type> <http://purl.org/ontology/bibo/Article> .
<https://discovery.ucl.ac.uk/id/eprint/10187244> <http://purl.org/ontology/bibo/presentedAt> <https://discovery.ucl.ac.uk/id/event/ext-29e5b38cac7ec7b9e72576401e86380c> .
<https://discovery.ucl.ac.uk/id/event/ext-29e5b38cac7ec7b9e72576401e86380c> <http://www.w3.org/1999/02/22-rdf-syntax-ns#type> <http://purl.org/ontology/bibo/Conference> .
<https://discovery.ucl.ac.uk/id/event/ext-29e5b38cac7ec7b9e72576401e86380c> <http://purl.org/dc/terms/title> "The 38th International Conference on Machine Learning"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/eprint/10187244> <http://www.w3.org/1999/02/22-rdf-syntax-ns#type> <http://eprints.org/ontology/EPrint> .
<https://discovery.ucl.ac.uk/id/eprint/10187244> <http://www.w3.org/1999/02/22-rdf-syntax-ns#type> <http://eprints.org/ontology/ProceedingsSectionEPrint> .
<https://discovery.ucl.ac.uk/id/eprint/10187244> <http://purl.org/dc/terms/isPartOf> <https://discovery.ucl.ac.uk/id/repository> .
<https://discovery.ucl.ac.uk/id/eprint/10187244> <http://eprints.org/ontology/hasDocument> <https://discovery.ucl.ac.uk/id/document/1712008> .
<https://discovery.ucl.ac.uk/id/document/1712008> <http://www.w3.org/1999/02/22-rdf-syntax-ns#type> <http://eprints.org/ontology/Document> .
<https://discovery.ucl.ac.uk/id/document/1712008> <http://www.w3.org/2000/01/rdf-schema#label> "Multi-Agent Training beyond Zero-Sum with Correlated Equilibrium Meta-Solvers (Text)"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/eprint/10187244> <http://purl.org/dc/elements/1.1/hasVersion> <https://discovery.ucl.ac.uk/id/document/1712008> .
<https://discovery.ucl.ac.uk/id/eprint/10187244> <http://eprints.org/ontology/hasPublished> <https://discovery.ucl.ac.uk/id/document/1712008> .
<https://discovery.ucl.ac.uk/id/document/1712008> <http://eprints.org/ontology/hasFile> <https://discovery.ucl.ac.uk/id/eprint/10187244/1/marris21a.pdf> .
<https://discovery.ucl.ac.uk/id/document/1712008> <http://purl.org/dc/terms/hasPart> <https://discovery.ucl.ac.uk/id/eprint/10187244/1/marris21a.pdf> .
<https://discovery.ucl.ac.uk/id/eprint/10187244/1/marris21a.pdf> <http://www.w3.org/2000/01/rdf-schema#label> "marris21a.pdf"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/eprint/10187244> <http://eprints.org/ontology/hasDocument> <https://discovery.ucl.ac.uk/id/document/1712009> .
<https://discovery.ucl.ac.uk/id/document/1712009> <http://www.w3.org/1999/02/22-rdf-syntax-ns#type> <http://eprints.org/ontology/Document> .
<https://discovery.ucl.ac.uk/id/document/1712009> <http://www.w3.org/2000/01/rdf-schema#label> "Multi-Agent Training beyond Zero-Sum with Correlated Equilibrium Meta-Solvers (Other)"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/document/1712009> <http://eprints.org/relation/isVersionOf> <https://discovery.ucl.ac.uk/id/document/1712008> .
<https://discovery.ucl.ac.uk/id/document/1712009> <http://eprints.org/relation/isVolatileVersionOf> <https://discovery.ucl.ac.uk/id/document/1712008> .
<https://discovery.ucl.ac.uk/id/document/1712009> <http://eprints.org/relation/islightboxThumbnailVersionOf> <https://discovery.ucl.ac.uk/id/document/1712008> .
<https://discovery.ucl.ac.uk/id/document/1712009> <http://eprints.org/ontology/hasFile> <https://discovery.ucl.ac.uk/id/eprint/10187244/2/lightbox.jpg> .
<https://discovery.ucl.ac.uk/id/document/1712009> <http://purl.org/dc/terms/hasPart> <https://discovery.ucl.ac.uk/id/eprint/10187244/2/lightbox.jpg> .
<https://discovery.ucl.ac.uk/id/eprint/10187244/2/lightbox.jpg> <http://www.w3.org/2000/01/rdf-schema#label> "lightbox.jpg"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/eprint/10187244> <http://eprints.org/ontology/hasDocument> <https://discovery.ucl.ac.uk/id/document/1712010> .
<https://discovery.ucl.ac.uk/id/document/1712010> <http://www.w3.org/1999/02/22-rdf-syntax-ns#type> <http://eprints.org/ontology/Document> .
<https://discovery.ucl.ac.uk/id/document/1712010> <http://www.w3.org/2000/01/rdf-schema#label> "Multi-Agent Training beyond Zero-Sum with Correlated Equilibrium Meta-Solvers (Other)"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/document/1712010> <http://eprints.org/relation/isVersionOf> <https://discovery.ucl.ac.uk/id/document/1712008> .
<https://discovery.ucl.ac.uk/id/document/1712010> <http://eprints.org/relation/isVolatileVersionOf> <https://discovery.ucl.ac.uk/id/document/1712008> .
<https://discovery.ucl.ac.uk/id/document/1712010> <http://eprints.org/relation/ispreviewThumbnailVersionOf> <https://discovery.ucl.ac.uk/id/document/1712008> .
<https://discovery.ucl.ac.uk/id/document/1712010> <http://eprints.org/ontology/hasFile> <https://discovery.ucl.ac.uk/id/eprint/10187244/3/preview.jpg> .
<https://discovery.ucl.ac.uk/id/document/1712010> <http://purl.org/dc/terms/hasPart> <https://discovery.ucl.ac.uk/id/eprint/10187244/3/preview.jpg> .
<https://discovery.ucl.ac.uk/id/eprint/10187244/3/preview.jpg> <http://www.w3.org/2000/01/rdf-schema#label> "preview.jpg"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/eprint/10187244> <http://eprints.org/ontology/hasDocument> <https://discovery.ucl.ac.uk/id/document/1712011> .
<https://discovery.ucl.ac.uk/id/document/1712011> <http://www.w3.org/1999/02/22-rdf-syntax-ns#type> <http://eprints.org/ontology/Document> .
<https://discovery.ucl.ac.uk/id/document/1712011> <http://www.w3.org/2000/01/rdf-schema#label> "Multi-Agent Training beyond Zero-Sum with Correlated Equilibrium Meta-Solvers (Other)"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/document/1712011> <http://eprints.org/relation/isVersionOf> <https://discovery.ucl.ac.uk/id/document/1712008> .
<https://discovery.ucl.ac.uk/id/document/1712011> <http://eprints.org/relation/isVolatileVersionOf> <https://discovery.ucl.ac.uk/id/document/1712008> .
<https://discovery.ucl.ac.uk/id/document/1712011> <http://eprints.org/relation/ismediumThumbnailVersionOf> <https://discovery.ucl.ac.uk/id/document/1712008> .
<https://discovery.ucl.ac.uk/id/document/1712011> <http://eprints.org/ontology/hasFile> <https://discovery.ucl.ac.uk/id/eprint/10187244/4/medium.jpg> .
<https://discovery.ucl.ac.uk/id/document/1712011> <http://purl.org/dc/terms/hasPart> <https://discovery.ucl.ac.uk/id/eprint/10187244/4/medium.jpg> .
<https://discovery.ucl.ac.uk/id/eprint/10187244/4/medium.jpg> <http://www.w3.org/2000/01/rdf-schema#label> "medium.jpg"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/eprint/10187244> <http://eprints.org/ontology/hasDocument> <https://discovery.ucl.ac.uk/id/document/1712012> .
<https://discovery.ucl.ac.uk/id/document/1712012> <http://www.w3.org/1999/02/22-rdf-syntax-ns#type> <http://eprints.org/ontology/Document> .
<https://discovery.ucl.ac.uk/id/document/1712012> <http://www.w3.org/2000/01/rdf-schema#label> "Multi-Agent Training beyond Zero-Sum with Correlated Equilibrium Meta-Solvers (Other)"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/document/1712012> <http://eprints.org/relation/isVersionOf> <https://discovery.ucl.ac.uk/id/document/1712008> .
<https://discovery.ucl.ac.uk/id/document/1712012> <http://eprints.org/relation/isVolatileVersionOf> <https://discovery.ucl.ac.uk/id/document/1712008> .
<https://discovery.ucl.ac.uk/id/document/1712012> <http://eprints.org/relation/issmallThumbnailVersionOf> <https://discovery.ucl.ac.uk/id/document/1712008> .
<https://discovery.ucl.ac.uk/id/document/1712012> <http://eprints.org/ontology/hasFile> <https://discovery.ucl.ac.uk/id/eprint/10187244/5/small.jpg> .
<https://discovery.ucl.ac.uk/id/document/1712012> <http://purl.org/dc/terms/hasPart> <https://discovery.ucl.ac.uk/id/eprint/10187244/5/small.jpg> .
<https://discovery.ucl.ac.uk/id/eprint/10187244/5/small.jpg> <http://www.w3.org/2000/01/rdf-schema#label> "small.jpg"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/eprint/10187244> <http://eprints.org/ontology/hasDocument> <https://discovery.ucl.ac.uk/id/document/1712013> .
<https://discovery.ucl.ac.uk/id/document/1712013> <http://www.w3.org/1999/02/22-rdf-syntax-ns#type> <http://eprints.org/ontology/Document> .
<https://discovery.ucl.ac.uk/id/document/1712013> <http://www.w3.org/2000/01/rdf-schema#label> "Multi-Agent Training beyond Zero-Sum with Correlated Equilibrium Meta-Solvers (Other)"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/document/1712013> <http://eprints.org/relation/isVersionOf> <https://discovery.ucl.ac.uk/id/document/1712008> .
<https://discovery.ucl.ac.uk/id/document/1712013> <http://eprints.org/relation/isVolatileVersionOf> <https://discovery.ucl.ac.uk/id/document/1712008> .
<https://discovery.ucl.ac.uk/id/document/1712013> <http://eprints.org/relation/isIndexCodesVersionOf> <https://discovery.ucl.ac.uk/id/document/1712008> .
<https://discovery.ucl.ac.uk/id/document/1712013> <http://eprints.org/ontology/hasFile> <https://discovery.ucl.ac.uk/id/eprint/10187244/6/indexcodes.txt> .
<https://discovery.ucl.ac.uk/id/document/1712013> <http://purl.org/dc/terms/hasPart> <https://discovery.ucl.ac.uk/id/eprint/10187244/6/indexcodes.txt> .
<https://discovery.ucl.ac.uk/id/eprint/10187244/6/indexcodes.txt> <http://www.w3.org/2000/01/rdf-schema#label> "indexcodes.txt"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/eprint/10187244> <http://www.w3.org/2000/01/rdf-schema#seeAlso> <https://discovery.ucl.ac.uk/id/eprint/10187244/> .
<https://discovery.ucl.ac.uk/id/eprint/10187244/> <http://purl.org/dc/elements/1.1/title> "HTML Summary of #10187244 \n\nMulti-Agent Training beyond Zero-Sum with Correlated Equilibrium Meta-Solvers\n\n" .
<https://discovery.ucl.ac.uk/id/eprint/10187244/> <http://purl.org/dc/elements/1.1/format> "text/html" .
<https://discovery.ucl.ac.uk/id/eprint/10187244/> <http://xmlns.com/foaf/0.1/primaryTopic> <https://discovery.ucl.ac.uk/id/eprint/10187244> .