<> <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/10083912> .
<https://discovery.ucl.ac.uk/id/eprint/10083912> <http://www.w3.org/1999/02/22-rdf-syntax-ns#type> <http://purl.org/ontology/bibo/AcademicArticle> .
<https://discovery.ucl.ac.uk/id/eprint/10083912> <http://www.w3.org/1999/02/22-rdf-syntax-ns#type> <http://purl.org/ontology/bibo/Article> .
<https://discovery.ucl.ac.uk/id/eprint/10083912> <http://purl.org/dc/terms/title> "Still no free lunches: the price to pay for tighter PAC-Bayes bounds"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/eprint/10083912> <http://purl.org/ontology/bibo/abstract> "“No free lunch” results state the impossibility of obtaining meaningful bounds on the error of a learning algorithm without prior assumptions and modelling, which is more or less realistic for a given problem. Some models are “expensive” (strong assumptions, such as sub-Gaussian tails), others are “cheap” (simply finite variance). As it is well known, the more you pay, the more you get: in other words, the most expensive models yield the more interesting bounds. Recent advances in robust statistics have investigated procedures to obtain tight bounds while keeping the cost of assumptions minimal. The present paper explores and exhibits what the limits are for obtaining tight probably approximately correct (PAC)-Bayes bounds in a robust setting for cheap models."^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/eprint/10083912> <http://purl.org/dc/terms/date> "2021-11-18" .
<https://discovery.ucl.ac.uk/id/document/1467932> <http://www.w3.org/1999/02/22-rdf-syntax-ns#type> <http://purl.org/ontology/bibo/Document> .
<https://discovery.ucl.ac.uk/id/eprint/10083912> <http://purl.org/ontology/bibo/volume> "23" .
<https://discovery.ucl.ac.uk/id/eprint/10083912> <http://purl.org/ontology/bibo/issue> "11" .
<https://discovery.ucl.ac.uk/id/publication/ext-4abc9428897ca821e128ade061d7f850> <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-4abc9428897ca821e128ade061d7f850> <http://xmlns.com/foaf/0.1/name> "Entropy"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/eprint/10083912> <http://purl.org/dc/terms/isPartOf> <https://discovery.ucl.ac.uk/id/publication/ext-4abc9428897ca821e128ade061d7f850> .
<https://discovery.ucl.ac.uk/id/eprint/10083912> <http://purl.org/ontology/bibo/status> <http://purl.org/ontology/bibo/status/published> .
<https://discovery.ucl.ac.uk/id/eprint/10083912> <http://purl.org/dc/terms/creator> <https://discovery.ucl.ac.uk/id/person/ext-2b8f373c5e89cb901c4cedbafc8ad605> .
<https://discovery.ucl.ac.uk/id/eprint/10083912> <http://purl.org/ontology/bibo/authorList> <https://discovery.ucl.ac.uk/id/eprint/10083912#authors> .
<https://discovery.ucl.ac.uk/id/eprint/10083912#authors> <http://www.w3.org/1999/02/22-rdf-syntax-ns#_1> <https://discovery.ucl.ac.uk/id/person/ext-2b8f373c5e89cb901c4cedbafc8ad605> .
<https://discovery.ucl.ac.uk/id/eprint/10083912> <http://purl.org/dc/terms/creator> <https://discovery.ucl.ac.uk/id/person/ext-8d4627a672c324b89028c732ab0f4de6> .
<https://discovery.ucl.ac.uk/id/eprint/10083912> <http://purl.org/ontology/bibo/authorList> <https://discovery.ucl.ac.uk/id/eprint/10083912#authors> .
<https://discovery.ucl.ac.uk/id/eprint/10083912#authors> <http://www.w3.org/1999/02/22-rdf-syntax-ns#_2> <https://discovery.ucl.ac.uk/id/person/ext-8d4627a672c324b89028c732ab0f4de6> .
<https://discovery.ucl.ac.uk/id/person/ext-2b8f373c5e89cb901c4cedbafc8ad605> <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-2b8f373c5e89cb901c4cedbafc8ad605> <http://xmlns.com/foaf/0.1/givenName> "B"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/person/ext-2b8f373c5e89cb901c4cedbafc8ad605> <http://xmlns.com/foaf/0.1/familyName> "Guedj"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/person/ext-2b8f373c5e89cb901c4cedbafc8ad605> <http://xmlns.com/foaf/0.1/name> "B Guedj"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/person/ext-8d4627a672c324b89028c732ab0f4de6> <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-8d4627a672c324b89028c732ab0f4de6> <http://xmlns.com/foaf/0.1/givenName> "L"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/person/ext-8d4627a672c324b89028c732ab0f4de6> <http://xmlns.com/foaf/0.1/familyName> "Pujol"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/person/ext-8d4627a672c324b89028c732ab0f4de6> <http://xmlns.com/foaf/0.1/name> "L Pujol"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/eprint/10083912> <http://www.w3.org/1999/02/22-rdf-syntax-ns#type> <http://eprints.org/ontology/EPrint> .
<https://discovery.ucl.ac.uk/id/eprint/10083912> <http://www.w3.org/1999/02/22-rdf-syntax-ns#type> <http://eprints.org/ontology/ArticleEPrint> .
<https://discovery.ucl.ac.uk/id/eprint/10083912> <http://purl.org/dc/terms/isPartOf> <https://discovery.ucl.ac.uk/id/repository> .
<https://discovery.ucl.ac.uk/id/eprint/10083912> <http://eprints.org/ontology/hasDocument> <https://discovery.ucl.ac.uk/id/document/1467932> .
<https://discovery.ucl.ac.uk/id/document/1467932> <http://www.w3.org/1999/02/22-rdf-syntax-ns#type> <http://eprints.org/ontology/Document> .
<https://discovery.ucl.ac.uk/id/document/1467932> <http://www.w3.org/2000/01/rdf-schema#label> "Still no free lunches: the price to pay for tighter PAC-Bayes bounds (Text)"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/document/1467932> <http://eprints.org/ontology/hasFile> <https://discovery.ucl.ac.uk/id/eprint/10083912/1/entropy-23-01529-v2.pdf> .
<https://discovery.ucl.ac.uk/id/document/1467932> <http://purl.org/dc/terms/hasPart> <https://discovery.ucl.ac.uk/id/eprint/10083912/1/entropy-23-01529-v2.pdf> .
<https://discovery.ucl.ac.uk/id/eprint/10083912/1/entropy-23-01529-v2.pdf> <http://www.w3.org/2000/01/rdf-schema#label> "entropy-23-01529-v2.pdf"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/eprint/10083912> <http://eprints.org/ontology/hasDocument> <https://discovery.ucl.ac.uk/id/document/1467982> .
<https://discovery.ucl.ac.uk/id/document/1467982> <http://www.w3.org/1999/02/22-rdf-syntax-ns#type> <http://eprints.org/ontology/Document> .
<https://discovery.ucl.ac.uk/id/document/1467982> <http://www.w3.org/2000/01/rdf-schema#label> "Still no free lunches: the price to pay for tighter PAC-Bayes bounds (Other)"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/document/1467982> <http://eprints.org/relation/isVersionOf> <https://discovery.ucl.ac.uk/id/document/1467932> .
<https://discovery.ucl.ac.uk/id/document/1467982> <http://eprints.org/relation/isVolatileVersionOf> <https://discovery.ucl.ac.uk/id/document/1467932> .
<https://discovery.ucl.ac.uk/id/document/1467982> <http://eprints.org/relation/islightboxThumbnailVersionOf> <https://discovery.ucl.ac.uk/id/document/1467932> .
<https://discovery.ucl.ac.uk/id/document/1467982> <http://eprints.org/ontology/hasFile> <https://discovery.ucl.ac.uk/id/eprint/10083912/2/lightbox.jpg> .
<https://discovery.ucl.ac.uk/id/document/1467982> <http://purl.org/dc/terms/hasPart> <https://discovery.ucl.ac.uk/id/eprint/10083912/2/lightbox.jpg> .
<https://discovery.ucl.ac.uk/id/eprint/10083912/2/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/10083912> <http://eprints.org/ontology/hasDocument> <https://discovery.ucl.ac.uk/id/document/1467983> .
<https://discovery.ucl.ac.uk/id/document/1467983> <http://www.w3.org/1999/02/22-rdf-syntax-ns#type> <http://eprints.org/ontology/Document> .
<https://discovery.ucl.ac.uk/id/document/1467983> <http://www.w3.org/2000/01/rdf-schema#label> "Still no free lunches: the price to pay for tighter PAC-Bayes bounds (Other)"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/document/1467983> <http://eprints.org/relation/isVersionOf> <https://discovery.ucl.ac.uk/id/document/1467932> .
<https://discovery.ucl.ac.uk/id/document/1467983> <http://eprints.org/relation/isVolatileVersionOf> <https://discovery.ucl.ac.uk/id/document/1467932> .
<https://discovery.ucl.ac.uk/id/document/1467983> <http://eprints.org/relation/ispreviewThumbnailVersionOf> <https://discovery.ucl.ac.uk/id/document/1467932> .
<https://discovery.ucl.ac.uk/id/document/1467983> <http://eprints.org/ontology/hasFile> <https://discovery.ucl.ac.uk/id/eprint/10083912/3/preview.jpg> .
<https://discovery.ucl.ac.uk/id/document/1467983> <http://purl.org/dc/terms/hasPart> <https://discovery.ucl.ac.uk/id/eprint/10083912/3/preview.jpg> .
<https://discovery.ucl.ac.uk/id/eprint/10083912/3/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/10083912> <http://eprints.org/ontology/hasDocument> <https://discovery.ucl.ac.uk/id/document/1467984> .
<https://discovery.ucl.ac.uk/id/document/1467984> <http://www.w3.org/1999/02/22-rdf-syntax-ns#type> <http://eprints.org/ontology/Document> .
<https://discovery.ucl.ac.uk/id/document/1467984> <http://www.w3.org/2000/01/rdf-schema#label> "Still no free lunches: the price to pay for tighter PAC-Bayes bounds (Other)"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/document/1467984> <http://eprints.org/relation/isVersionOf> <https://discovery.ucl.ac.uk/id/document/1467932> .
<https://discovery.ucl.ac.uk/id/document/1467984> <http://eprints.org/relation/isVolatileVersionOf> <https://discovery.ucl.ac.uk/id/document/1467932> .
<https://discovery.ucl.ac.uk/id/document/1467984> <http://eprints.org/relation/ismediumThumbnailVersionOf> <https://discovery.ucl.ac.uk/id/document/1467932> .
<https://discovery.ucl.ac.uk/id/document/1467984> <http://eprints.org/ontology/hasFile> <https://discovery.ucl.ac.uk/id/eprint/10083912/4/medium.jpg> .
<https://discovery.ucl.ac.uk/id/document/1467984> <http://purl.org/dc/terms/hasPart> <https://discovery.ucl.ac.uk/id/eprint/10083912/4/medium.jpg> .
<https://discovery.ucl.ac.uk/id/eprint/10083912/4/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/10083912> <http://eprints.org/ontology/hasDocument> <https://discovery.ucl.ac.uk/id/document/1467985> .
<https://discovery.ucl.ac.uk/id/document/1467985> <http://www.w3.org/1999/02/22-rdf-syntax-ns#type> <http://eprints.org/ontology/Document> .
<https://discovery.ucl.ac.uk/id/document/1467985> <http://www.w3.org/2000/01/rdf-schema#label> "Still no free lunches: the price to pay for tighter PAC-Bayes bounds (Other)"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/document/1467985> <http://eprints.org/relation/isVersionOf> <https://discovery.ucl.ac.uk/id/document/1467932> .
<https://discovery.ucl.ac.uk/id/document/1467985> <http://eprints.org/relation/isVolatileVersionOf> <https://discovery.ucl.ac.uk/id/document/1467932> .
<https://discovery.ucl.ac.uk/id/document/1467985> <http://eprints.org/relation/issmallThumbnailVersionOf> <https://discovery.ucl.ac.uk/id/document/1467932> .
<https://discovery.ucl.ac.uk/id/document/1467985> <http://eprints.org/ontology/hasFile> <https://discovery.ucl.ac.uk/id/eprint/10083912/5/small.jpg> .
<https://discovery.ucl.ac.uk/id/document/1467985> <http://purl.org/dc/terms/hasPart> <https://discovery.ucl.ac.uk/id/eprint/10083912/5/small.jpg> .
<https://discovery.ucl.ac.uk/id/eprint/10083912/5/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/10083912> <http://eprints.org/ontology/hasDocument> <https://discovery.ucl.ac.uk/id/document/1467987> .
<https://discovery.ucl.ac.uk/id/document/1467987> <http://www.w3.org/1999/02/22-rdf-syntax-ns#type> <http://eprints.org/ontology/Document> .
<https://discovery.ucl.ac.uk/id/document/1467987> <http://www.w3.org/2000/01/rdf-schema#label> "Still no free lunches: the price to pay for tighter PAC-Bayes bounds (Other)"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/document/1467987> <http://eprints.org/relation/isVersionOf> <https://discovery.ucl.ac.uk/id/document/1467932> .
<https://discovery.ucl.ac.uk/id/document/1467987> <http://eprints.org/relation/isVolatileVersionOf> <https://discovery.ucl.ac.uk/id/document/1467932> .
<https://discovery.ucl.ac.uk/id/document/1467987> <http://eprints.org/relation/isIndexCodesVersionOf> <https://discovery.ucl.ac.uk/id/document/1467932> .
<https://discovery.ucl.ac.uk/id/document/1467987> <http://eprints.org/ontology/hasFile> <https://discovery.ucl.ac.uk/id/eprint/10083912/6/indexcodes.txt> .
<https://discovery.ucl.ac.uk/id/document/1467987> <http://purl.org/dc/terms/hasPart> <https://discovery.ucl.ac.uk/id/eprint/10083912/6/indexcodes.txt> .
<https://discovery.ucl.ac.uk/id/eprint/10083912/6/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/10083912> <http://www.w3.org/2000/01/rdf-schema#seeAlso> <https://discovery.ucl.ac.uk/id/eprint/10083912/> .
<https://discovery.ucl.ac.uk/id/eprint/10083912/> <http://purl.org/dc/elements/1.1/title> "HTML Summary of #10083912 \n\nStill no free lunches: the price to pay for tighter PAC-Bayes bounds\n\n" .
<https://discovery.ucl.ac.uk/id/eprint/10083912/> <http://purl.org/dc/elements/1.1/format> "text/html" .
<https://discovery.ucl.ac.uk/id/eprint/10083912/> <http://xmlns.com/foaf/0.1/primaryTopic> <https://discovery.ucl.ac.uk/id/eprint/10083912> .