FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W3208537030> ?p ?o ?g. }

• W3208537030 abstract "We are motivated by the problem of providing strong generalization guarantees in the context of meta-learning. Existing generalization bounds are either challenging to evaluate or provide vacuous guarantees in even relatively simple settings. We derive a probably approximately correct (PAC) bound for gradient-based meta-learning using two different generalization frameworks in order to deal with the qualitatively different challenges of generalization at the and levels. We employ bounds for uniformly stable algorithms at the base level and bounds from the PAC-Bayes framework at the meta level. The result of this approach is a novel PAC bound that is tighter when the base learner adapts quickly, which is precisely the goal of meta-learning. We show that our bound provides a tighter guarantee than other bounds on a toy non-convex problem on the unit sphere and a text-based classification example. We also present a practical regularization scheme motivated by the bound in settings where the bound is loose and demonstrate improved performance over baseline techniques." @default.
• W3208537030 created "2021-11-08" @default.
• W3208537030 creator A5011271886 @default.
• W3208537030 creator A5013839863 @default.
• W3208537030 date "2021-10-26" @default.
• W3208537030 modified "2023-09-23" @default.
• W3208537030 title "Generalization Bounds for Meta-Learning via PAC-Bayes and Uniform Stability." @default.
• W3208537030 cites W138682821 @default.
• W3208537030 cites W1533169541 @default.
• W3208537030 cites W1542886316 @default.
• W3208537030 cites W1585468632 @default.
• W3208537030 cites W1598377843 @default.
• W3208537030 cites W1622633983 @default.
• W3208537030 cites W1628114069 @default.
• W3208537030 cites W2029029543 @default.
• W3208537030 cites W2029538739 @default.
• W3208537030 cites W2056763477 @default.
• W3208537030 cites W2062714872 @default.
• W3208537030 cites W2099111195 @default.
• W3208537030 cites W2101234009 @default.
• W3208537030 cites W2112065930 @default.
• W3208537030 cites W2115065944 @default.
• W3208537030 cites W2116314036 @default.
• W3208537030 cites W2121358800 @default.
• W3208537030 cites W2124231679 @default.
• W3208537030 cites W2124927118 @default.
• W3208537030 cites W2130464645 @default.
• W3208537030 cites W2139338362 @default.
• W3208537030 cites W2145680191 @default.
• W3208537030 cites W2149991487 @default.
• W3208537030 cites W2168022998 @default.
• W3208537030 cites W2170207925 @default.
• W3208537030 cites W2250539671 @default.
• W3208537030 cites W2401823607 @default.
• W3208537030 cites W2472819217 @default.
• W3208537030 cites W2511743975 @default.
• W3208537030 cites W2513180554 @default.
• W3208537030 cites W2516604595 @default.
• W3208537030 cites W2604763608 @default.
• W3208537030 cites W2741952635 @default.
• W3208537030 cites W27434444 @default.
• W3208537030 cites W2745933720 @default.
• W3208537030 cites W2753160622 @default.
• W3208537030 cites W2767075075 @default.
• W3208537030 cites W2795900505 @default.
• W3208537030 cites W2913340405 @default.
• W3208537030 cites W2925446857 @default.
• W3208537030 cites W2941631453 @default.
• W3208537030 cites W2951585248 @default.
• W3208537030 cites W2962928691 @default.
• W3208537030 cites W2963207607 @default.
• W3208537030 cites W2963236897 @default.
• W3208537030 cites W2963341924 @default.
• W3208537030 cites W2963375484 @default.
• W3208537030 cites W2963509076 @default.
• W3208537030 cites W2963532386 @default.
• W3208537030 cites W2963649256 @default.
• W3208537030 cites W2963664410 @default.
• W3208537030 cites W2963739978 @default.
• W3208537030 cites W2963794891 @default.
• W3208537030 cites W2963966702 @default.
• W3208537030 cites W2969362143 @default.
• W3208537030 cites W2970971581 @default.
• W3208537030 cites W2971285974 @default.
• W3208537030 cites W2994848047 @default.
• W3208537030 cites W2994871715 @default.
• W3208537030 cites W3015606043 @default.
• W3208537030 cites W3044132587 @default.
• W3208537030 cites W3046508829 @default.
• W3208537030 cites W3105458486 @default.
• W3208537030 cites W3205347295 @default.
• W3208537030 cites W607505555 @default.
• W3208537030 cites W99485931 @default.
• W3208537030 cites W2290452516 @default.
• W3208537030 cites W3005896558 @default.
• W3208537030 hasPublicationYear "2021" @default.
• W3208537030 type Work @default.
• W3208537030 sameAs 3208537030 @default.
• W3208537030 citedByCount "0" @default.
• W3208537030 crossrefType "posted-content" @default.
• W3208537030 hasAuthorship W3208537030A5011271886 @default.
• W3208537030 hasAuthorship W3208537030A5013839863 @default.
• W3208537030 hasConcept C112680207 @default.
• W3208537030 hasConcept C112972136 @default.
• W3208537030 hasConcept C117765406 @default.
• W3208537030 hasConcept C119857082 @default.
• W3208537030 hasConcept C126255220 @default.
• W3208537030 hasConcept C134306372 @default.
• W3208537030 hasConcept C151730666 @default.
• W3208537030 hasConcept C154945302 @default.
• W3208537030 hasConcept C162324750 @default.
• W3208537030 hasConcept C176248197 @default.
• W3208537030 hasConcept C177148314 @default.
• W3208537030 hasConcept C187736073 @default.
• W3208537030 hasConcept C2524010 @default.
• W3208537030 hasConcept C2776135515 @default.
• W3208537030 hasConcept C2779343474 @default.
• W3208537030 hasConcept C2780451532 @default.
• W3208537030 hasConcept C2781002164 @default.
• W3208537030 hasConcept C33923547 @default.

• next