<> <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/10079536> .
<https://discovery.ucl.ac.uk/id/eprint/10079536> <http://www.w3.org/1999/02/22-rdf-syntax-ns#type> <http://purl.org/ontology/bibo/Article> .
<https://discovery.ucl.ac.uk/id/eprint/10079536> <http://purl.org/dc/terms/title> "Thermostat-assisted continuously-tempered Hamiltonian Monte Carlo for Bayesian learning"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/eprint/10079536> <http://purl.org/ontology/bibo/abstract> "We propose a new sampling method, the thermostat-assisted continuously-tempered\r\nHamiltonian Monte Carlo, for Bayesian learning on large datasets and multimodal\r\ndistributions. It simulates the Nosé-Hoover dynamics of a continuously-tempered\r\nHamiltonian system built on the distribution of interest. A significant advantage of\r\nthis method is that it is not only able to efficiently draw representative i.i.d. samples\r\nwhen the distribution contains multiple isolated modes, but capable of adaptively\r\nneutralising the noise arising from mini-batches and maintaining accurate sampling.\r\nWhile the properties of this method have been studied using synthetic distributions,\r\nexperiments on three real datasets also demonstrated the gain of performance over\r\nseveral strong baselines with various types of neural networks plunged in."^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/eprint/10079536> <http://purl.org/dc/terms/date> "2018-12-08" .
<https://discovery.ucl.ac.uk/id/document/949405> <http://www.w3.org/1999/02/22-rdf-syntax-ns#type> <http://purl.org/ontology/bibo/Document> .
<https://discovery.ucl.ac.uk/id/eprint/10079536> <http://purl.org/ontology/bibo/volume> "31" .
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<https://discovery.ucl.ac.uk/id/org/ext-2d462c9a833d9ea2bcb9b4a1116710d4> <http://xmlns.com/foaf/0.1/name> "Neural Information Processing Systems Foundation, Inc."^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/eprint/10079536> <http://purl.org/dc/terms/publisher> <https://discovery.ucl.ac.uk/id/org/ext-2d462c9a833d9ea2bcb9b4a1116710d4> .
<https://discovery.ucl.ac.uk/id/publication/ext-10495258> <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-10495258> <http://xmlns.com/foaf/0.1/name> "ADVANCES IN NEURAL INFORMATION PROCESSING SYSTEMS 31 (NIPS 2018)"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/eprint/10079536> <http://purl.org/dc/terms/isPartOf> <https://discovery.ucl.ac.uk/id/publication/ext-10495258> .
<https://discovery.ucl.ac.uk/id/publication/ext-10495258> <http://www.w3.org/2002/07/owl#sameAs> <urn:issn:10495258> .
<https://discovery.ucl.ac.uk/id/publication/ext-10495258> <http://purl.org/ontology/bibo/issn> "10495258" .
<https://discovery.ucl.ac.uk/id/eprint/10079536> <http://purl.org/ontology/bibo/status> <http://purl.org/ontology/bibo/status/published> .
<https://discovery.ucl.ac.uk/id/eprint/10079536> <http://purl.org/dc/terms/creator> <https://discovery.ucl.ac.uk/id/person/ext-26be597675ef3befa9f4e84e18ddd2b5> .
<https://discovery.ucl.ac.uk/id/eprint/10079536> <http://purl.org/ontology/bibo/authorList> <https://discovery.ucl.ac.uk/id/eprint/10079536#authors> .
<https://discovery.ucl.ac.uk/id/eprint/10079536#authors> <http://www.w3.org/1999/02/22-rdf-syntax-ns#_1> <https://discovery.ucl.ac.uk/id/person/ext-26be597675ef3befa9f4e84e18ddd2b5> .
<https://discovery.ucl.ac.uk/id/eprint/10079536> <http://purl.org/dc/terms/creator> <https://discovery.ucl.ac.uk/id/person/ext-1ba318e7d7c8fb5c696df58c56fca650> .
<https://discovery.ucl.ac.uk/id/eprint/10079536> <http://purl.org/ontology/bibo/authorList> <https://discovery.ucl.ac.uk/id/eprint/10079536#authors> .
<https://discovery.ucl.ac.uk/id/eprint/10079536#authors> <http://www.w3.org/1999/02/22-rdf-syntax-ns#_2> <https://discovery.ucl.ac.uk/id/person/ext-1ba318e7d7c8fb5c696df58c56fca650> .
<https://discovery.ucl.ac.uk/id/eprint/10079536> <http://purl.org/dc/terms/creator> <https://discovery.ucl.ac.uk/id/person/ext-5c4fc744c6a325afc656d83771feecf9> .
<https://discovery.ucl.ac.uk/id/eprint/10079536> <http://purl.org/ontology/bibo/authorList> <https://discovery.ucl.ac.uk/id/eprint/10079536#authors> .
<https://discovery.ucl.ac.uk/id/eprint/10079536#authors> <http://www.w3.org/1999/02/22-rdf-syntax-ns#_3> <https://discovery.ucl.ac.uk/id/person/ext-5c4fc744c6a325afc656d83771feecf9> .
<https://discovery.ucl.ac.uk/id/eprint/10079536> <http://purl.org/dc/terms/creator> <https://discovery.ucl.ac.uk/id/person/ext-db3b6b7dd3761cb07816061af87ba91d> .
<https://discovery.ucl.ac.uk/id/eprint/10079536> <http://purl.org/ontology/bibo/authorList> <https://discovery.ucl.ac.uk/id/eprint/10079536#authors> .
<https://discovery.ucl.ac.uk/id/eprint/10079536#authors> <http://www.w3.org/1999/02/22-rdf-syntax-ns#_4> <https://discovery.ucl.ac.uk/id/person/ext-db3b6b7dd3761cb07816061af87ba91d> .
<https://discovery.ucl.ac.uk/id/eprint/10079536> <http://purl.org/dc/terms/creator> <https://discovery.ucl.ac.uk/id/person/ext-1ba318e7d7c8fb5c696df58c56fca650> .
<https://discovery.ucl.ac.uk/id/eprint/10079536> <http://purl.org/ontology/bibo/authorList> <https://discovery.ucl.ac.uk/id/eprint/10079536#authors> .
<https://discovery.ucl.ac.uk/id/eprint/10079536#authors> <http://www.w3.org/1999/02/22-rdf-syntax-ns#_5> <https://discovery.ucl.ac.uk/id/person/ext-1ba318e7d7c8fb5c696df58c56fca650> .
<https://discovery.ucl.ac.uk/id/eprint/10079536> <http://www.loc.gov/loc.terms/relators/EDT> <https://discovery.ucl.ac.uk/id/person/ext-6f916ed30c4ab8d9571ffa431bec32b1> .
<https://discovery.ucl.ac.uk/id/eprint/10079536> <http://purl.org/ontology/bibo/editorList> <https://discovery.ucl.ac.uk/id/eprint/10079536#editors> .
<https://discovery.ucl.ac.uk/id/eprint/10079536#editors> <http://www.w3.org/1999/02/22-rdf-syntax-ns#_1> <https://discovery.ucl.ac.uk/id/person/ext-6f916ed30c4ab8d9571ffa431bec32b1> .
<https://discovery.ucl.ac.uk/id/eprint/10079536> <http://www.loc.gov/loc.terms/relators/EDT> <https://discovery.ucl.ac.uk/id/person/ext-0a9c025666912702f6c581183cda47f2> .
<https://discovery.ucl.ac.uk/id/eprint/10079536> <http://purl.org/ontology/bibo/editorList> <https://discovery.ucl.ac.uk/id/eprint/10079536#editors> .
<https://discovery.ucl.ac.uk/id/eprint/10079536#editors> <http://www.w3.org/1999/02/22-rdf-syntax-ns#_2> <https://discovery.ucl.ac.uk/id/person/ext-0a9c025666912702f6c581183cda47f2> .
<https://discovery.ucl.ac.uk/id/eprint/10079536> <http://www.loc.gov/loc.terms/relators/EDT> <https://discovery.ucl.ac.uk/id/person/ext-0dcd1d980eebfc17e3185471addc2a43> .
<https://discovery.ucl.ac.uk/id/eprint/10079536> <http://purl.org/ontology/bibo/editorList> <https://discovery.ucl.ac.uk/id/eprint/10079536#editors> .
<https://discovery.ucl.ac.uk/id/eprint/10079536#editors> <http://www.w3.org/1999/02/22-rdf-syntax-ns#_3> <https://discovery.ucl.ac.uk/id/person/ext-0dcd1d980eebfc17e3185471addc2a43> .
<https://discovery.ucl.ac.uk/id/eprint/10079536> <http://www.loc.gov/loc.terms/relators/EDT> <https://discovery.ucl.ac.uk/id/person/ext-ebfb26df95ed0fb970f615ce2e3710da> .
<https://discovery.ucl.ac.uk/id/eprint/10079536> <http://purl.org/ontology/bibo/editorList> <https://discovery.ucl.ac.uk/id/eprint/10079536#editors> .
<https://discovery.ucl.ac.uk/id/eprint/10079536#editors> <http://www.w3.org/1999/02/22-rdf-syntax-ns#_4> <https://discovery.ucl.ac.uk/id/person/ext-ebfb26df95ed0fb970f615ce2e3710da> .
<https://discovery.ucl.ac.uk/id/eprint/10079536> <http://www.loc.gov/loc.terms/relators/EDT> <https://discovery.ucl.ac.uk/id/person/ext-2af21d78d5a2e1dfaf27c047c109aa28> .
<https://discovery.ucl.ac.uk/id/eprint/10079536> <http://purl.org/ontology/bibo/editorList> <https://discovery.ucl.ac.uk/id/eprint/10079536#editors> .
<https://discovery.ucl.ac.uk/id/eprint/10079536#editors> <http://www.w3.org/1999/02/22-rdf-syntax-ns#_5> <https://discovery.ucl.ac.uk/id/person/ext-2af21d78d5a2e1dfaf27c047c109aa28> .
<https://discovery.ucl.ac.uk/id/eprint/10079536> <http://www.loc.gov/loc.terms/relators/EDT> <https://discovery.ucl.ac.uk/id/person/ext-b8ac3064fd598d3d596340ff85aca3c5> .
<https://discovery.ucl.ac.uk/id/eprint/10079536> <http://purl.org/ontology/bibo/editorList> <https://discovery.ucl.ac.uk/id/eprint/10079536#editors> .
<https://discovery.ucl.ac.uk/id/eprint/10079536#editors> <http://www.w3.org/1999/02/22-rdf-syntax-ns#_6> <https://discovery.ucl.ac.uk/id/person/ext-b8ac3064fd598d3d596340ff85aca3c5> .
<https://discovery.ucl.ac.uk/id/person/ext-1ba318e7d7c8fb5c696df58c56fca650> <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-1ba318e7d7c8fb5c696df58c56fca650> <http://xmlns.com/foaf/0.1/givenName> "J"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/person/ext-1ba318e7d7c8fb5c696df58c56fca650> <http://xmlns.com/foaf/0.1/familyName> "Wang"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/person/ext-1ba318e7d7c8fb5c696df58c56fca650> <http://xmlns.com/foaf/0.1/name> "J Wang"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/person/ext-6f916ed30c4ab8d9571ffa431bec32b1> <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-6f916ed30c4ab8d9571ffa431bec32b1> <http://xmlns.com/foaf/0.1/givenName> "S"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/person/ext-6f916ed30c4ab8d9571ffa431bec32b1> <http://xmlns.com/foaf/0.1/familyName> "Bengio"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/person/ext-6f916ed30c4ab8d9571ffa431bec32b1> <http://xmlns.com/foaf/0.1/name> "S Bengio"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/person/ext-2af21d78d5a2e1dfaf27c047c109aa28> <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-2af21d78d5a2e1dfaf27c047c109aa28> <http://xmlns.com/foaf/0.1/givenName> "N"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/person/ext-2af21d78d5a2e1dfaf27c047c109aa28> <http://xmlns.com/foaf/0.1/familyName> "CesaBianchi"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/person/ext-2af21d78d5a2e1dfaf27c047c109aa28> <http://xmlns.com/foaf/0.1/name> "N CesaBianchi"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/person/ext-5c4fc744c6a325afc656d83771feecf9> <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-5c4fc744c6a325afc656d83771feecf9> <http://xmlns.com/foaf/0.1/givenName> "Y"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/person/ext-5c4fc744c6a325afc656d83771feecf9> <http://xmlns.com/foaf/0.1/familyName> "Yang"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/person/ext-5c4fc744c6a325afc656d83771feecf9> <http://xmlns.com/foaf/0.1/name> "Y Yang"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/person/ext-0a9c025666912702f6c581183cda47f2> <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-0a9c025666912702f6c581183cda47f2> <http://xmlns.com/foaf/0.1/givenName> "H"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/person/ext-0a9c025666912702f6c581183cda47f2> <http://xmlns.com/foaf/0.1/familyName> "Wallach"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/person/ext-0a9c025666912702f6c581183cda47f2> <http://xmlns.com/foaf/0.1/name> "H Wallach"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/person/ext-0dcd1d980eebfc17e3185471addc2a43> <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-0dcd1d980eebfc17e3185471addc2a43> <http://xmlns.com/foaf/0.1/givenName> "H"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/person/ext-0dcd1d980eebfc17e3185471addc2a43> <http://xmlns.com/foaf/0.1/familyName> "Larochelle"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/person/ext-0dcd1d980eebfc17e3185471addc2a43> <http://xmlns.com/foaf/0.1/name> "H Larochelle"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/person/ext-b8ac3064fd598d3d596340ff85aca3c5> <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-b8ac3064fd598d3d596340ff85aca3c5> <http://xmlns.com/foaf/0.1/givenName> "R"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/person/ext-b8ac3064fd598d3d596340ff85aca3c5> <http://xmlns.com/foaf/0.1/familyName> "Garnett"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/person/ext-b8ac3064fd598d3d596340ff85aca3c5> <http://xmlns.com/foaf/0.1/name> "R Garnett"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/person/ext-26be597675ef3befa9f4e84e18ddd2b5> <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-26be597675ef3befa9f4e84e18ddd2b5> <http://xmlns.com/foaf/0.1/givenName> "R"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/person/ext-26be597675ef3befa9f4e84e18ddd2b5> <http://xmlns.com/foaf/0.1/familyName> "Luo"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/person/ext-26be597675ef3befa9f4e84e18ddd2b5> <http://xmlns.com/foaf/0.1/name> "R Luo"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/person/ext-db3b6b7dd3761cb07816061af87ba91d> <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-db3b6b7dd3761cb07816061af87ba91d> <http://xmlns.com/foaf/0.1/givenName> "Z"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/person/ext-db3b6b7dd3761cb07816061af87ba91d> <http://xmlns.com/foaf/0.1/familyName> "Zhu"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/person/ext-db3b6b7dd3761cb07816061af87ba91d> <http://xmlns.com/foaf/0.1/name> "Z Zhu"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/person/ext-ebfb26df95ed0fb970f615ce2e3710da> <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-ebfb26df95ed0fb970f615ce2e3710da> <http://xmlns.com/foaf/0.1/givenName> "K"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/person/ext-ebfb26df95ed0fb970f615ce2e3710da> <http://xmlns.com/foaf/0.1/familyName> "Grauman"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/person/ext-ebfb26df95ed0fb970f615ce2e3710da> <http://xmlns.com/foaf/0.1/name> "K Grauman"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/eprint/10079536> <http://www.w3.org/1999/02/22-rdf-syntax-ns#type> <http://purl.org/ontology/bibo/Article> .
<https://discovery.ucl.ac.uk/id/eprint/10079536> <http://purl.org/ontology/bibo/presentedAt> <https://discovery.ucl.ac.uk/id/event/ext-1be08c9545f7b40aff64c2145291d079> .
<https://discovery.ucl.ac.uk/id/event/ext-1be08c9545f7b40aff64c2145291d079> <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-1be08c9545f7b40aff64c2145291d079> <http://purl.org/dc/terms/title> "32nd Conference on Neural Information Processing Systems (NIPS)"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/event/ext-1be08c9545f7b40aff64c2145291d079> <http://purl.org/NET/c4dm/event.owl#place> <https://discovery.ucl.ac.uk/id/location/ext-c411f4e8138416f099f4fcf2f310a9bb> .
<https://discovery.ucl.ac.uk/id/event/ext-1be08c9545f7b40aff64c2145291d079> <http://www.w3.org/1999/02/22-rdf-syntax-ns#type> <http://purl.org/NET/c4dm/event.owl#Event> .
<https://discovery.ucl.ac.uk/id/event/ext-1be08c9545f7b40aff64c2145291d079> <http://purl.org/NET/c4dm/event.owl#place> <https://discovery.ucl.ac.uk/id/location/ext-c411f4e8138416f099f4fcf2f310a9bb> .
<https://discovery.ucl.ac.uk/id/location/ext-c411f4e8138416f099f4fcf2f310a9bb> <http://www.w3.org/1999/02/22-rdf-syntax-ns#type> <http://www.w3.org/2003/01/geo/wgs84_pos#SpatialThing> .
<https://discovery.ucl.ac.uk/id/location/ext-c411f4e8138416f099f4fcf2f310a9bb> <http://www.w3.org/2000/01/rdf-schema#label> "Montreal, CANADA"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/eprint/10079536> <http://www.w3.org/1999/02/22-rdf-syntax-ns#type> <http://eprints.org/ontology/EPrint> .
<https://discovery.ucl.ac.uk/id/eprint/10079536> <http://www.w3.org/1999/02/22-rdf-syntax-ns#type> <http://eprints.org/ontology/ProceedingsSectionEPrint> .
<https://discovery.ucl.ac.uk/id/eprint/10079536> <http://purl.org/dc/terms/isPartOf> <https://discovery.ucl.ac.uk/id/repository> .
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