{"id":12977,"date":"2024-08-19T16:57:19","date_gmt":"2024-08-19T21:57:19","guid":{"rendered":"http:\/\/skimai.com\/?p=12977"},"modified":"2024-08-19T16:57:19","modified_gmt":"2024-08-19T21:57:19","slug":"%ec%86%8c%ec%88%98-%ec%83%b7-%ed%95%99%ec%8a%b5%ec%97%90-%ea%b4%80%ed%95%9c-%ec%83%81%ec%9c%84-5%ea%b0%80%ec%a7%80-%ec%97%b0%ea%b5%ac-%eb%85%bc%eb%ac%b8","status":"publish","type":"post","link":"https:\/\/skimai.com\/ko\/top-5-research-papers-on-few-shot-learning\/","title":{"rendered":"\uc18c\uc218 \ud559\uc2b5\uc5d0 \uad00\ud55c \uc0c1\uc704 5\uac00\uc9c0 \uc5f0\uad6c \ub17c\ubb38"},"content":{"rendered":"<p>\uc81c\ud55c\ub41c \ub808\uc774\ube14\uc774 \uc9c0\uc815\ub41c \uc608\uc81c\uc5d0\uc11c \ud559\uc2b5\ud560 \uc218 \uc788\ub294 \uc54c\uace0\ub9ac\uc998\uc744 \uac1c\ubc1c\ud558\ub294 \uac83\uc744 \ubaa9\ud45c\ub85c \ud558\ub294 \uba87 \uc0f7 \ud559\uc2b5\uc740 \uba38\uc2e0 \ub7ec\ub2dd\uc758 \uc911\uc694\ud55c \uc5f0\uad6c \ubd84\uc57c\ub85c \ubd80\uc0c1\ud588\uc2b5\ub2c8\ub2e4. \uc774 \uae30\ub2a5\uc740 \ub370\uc774\ud130\uac00 \ubd80\uc871\ud558\uac70\ub098 \ube44\uc6a9\uc774 \ub9ce\uc774 \ub4e4\uac70\ub098 \uc2dc\uac04\uc774 \ub9ce\uc774 \uc18c\uc694\ub418\ub294 \ub9ce\uc740 \uc2e4\uc81c \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc5d0 \ud544\uc218\uc801\uc785\ub2c8\ub2e4. <\/p>\n\n\n<p>\uad6c\ud604\uc744 \ud1b5\ud574 \uc18c\uc218\uc810 \ud559\uc2b5 \ubd84\uc57c\ub97c \ud06c\uac8c \ubc1c\uc804\uc2dc\ud0a8 5\ud3b8\uc758 \uc911\uc694\ud55c \uc5f0\uad6c \ub17c\ubb38\uc744 \uc0b4\ud3b4\ubd05\ub2c8\ub2e4. \uc774 \ub17c\ubb38\ub4e4\uc740 \uc0c8\ub85c\uc6b4 \uc811\uadfc \ubc29\uc2dd, \uc544\ud0a4\ud14d\ucc98, \ud3c9\uac00 \ud504\ub85c\ud1a0\ucf5c\uc744 \uc18c\uac1c\ud558\uba70 \uc774 \uae4c\ub2e4\ub85c\uc6b4 \uc601\uc5ed\uc5d0\uc11c \uac00\ub2a5\ud55c \uac83\uc758 \uacbd\uacc4\ub97c \ub113\ud788\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uacf5\ud5cc\uc744 \uc0b4\ud3b4\ubd04\uc73c\ub85c\uc368 \uc18c\uc218\uc810 \ud559\uc2b5\uc758 \ud604\uc7ac \uc0c1\ud0dc\uc5d0 \ub300\ud55c \ud3ec\uad04\uc801\uc778 \uac1c\uc694\ub97c \uc81c\uacf5\ud558\uace0 \uc774 \ud765\ubbf8\ub85c\uc6b4 \ubd84\uc57c\uc5d0 \ub300\ud55c \ucd94\uac00 \uc5f0\uad6c\uc5d0 \uc601\uac10\uc744 \ubd88\uc5b4\ub123\uc744 \uc218 \uc788\uae30\ub97c \ubc14\ub78d\ub2c8\ub2e4.<\/p>\n\n\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_82_1 counter-hierarchy ez-toc-counter ez-toc-grey ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\">\n<p class=\"ez-toc-title\" style=\"cursor:inherit\">\ubaa9\ucc28<\/p>\n<span class=\"ez-toc-title-toggle\"><a href=\"#\" class=\"ez-toc-pull-right ez-toc-btn ez-toc-btn-xs ez-toc-btn-default ez-toc-toggle\" aria-label=\"\ubaa9\ucc28 \ud1a0\uae00\"><span class=\"ez-toc-js-icon-con\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">\ud1a0\uae00<\/span><span class=\"ez-toc-icon-toggle-span\"><svg style=\"fill: #999;color:#999\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"list-377408\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" fill=\"none\"><path d=\"M6 6H4v2h2V6zm14 0H8v2h12V6zM4 11h2v2H4v-2zm16 0H8v2h12v-2zM4 16h2v2H4v-2zm16 0H8v2h12v-2z\" fill=\"currentColor\"><\/path><\/svg><svg style=\"fill: #999;color:#999\" class=\"arrow-unsorted-368013\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"10px\" height=\"10px\" viewbox=\"0 0 24 24\" version=\"1.2\" baseprofile=\"tiny\"><path d=\"M18.2 9.3l-6.2-6.3-6.2 6.3c-.2.2-.3.4-.3.7s.1.5.3.7c.2.2.4.3.7.3h11c.3 0 .5-.1.7-.3.2-.2.3-.5.3-.7s-.1-.5-.3-.7zM5.8 14.7l6.2 6.3 6.2-6.3c.2-.2.3-.5.3-.7s-.1-.5-.3-.7c-.2-.2-.4-.3-.7-.3h-11c-.3 0-.5.1-.7.3-.2.2-.3.5-.3.7s.1.5.3.7z\"\/><\/svg><\/span><\/span><\/span><\/a><\/span><\/div>\n<nav><ul class='ez-toc-list ez-toc-list-level-1' ><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/skimai.com\/ko\/top-5-research-papers-on-few-shot-learning\/#1_Matching_Networks_for_One_Shot_Learning_Vinyals_et_al_2016\" >\uc6d0\uc0f7 \ud559\uc2b5\uc744 \uc704\ud55c \ub9e4\uce6d \ub124\ud2b8\uc6cc\ud06c(Vinyals et al., 2016)<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/skimai.com\/ko\/top-5-research-papers-on-few-shot-learning\/#2_Prototypical_Networks_for_Few-shot_Learning_Snell_et_al_2017\" >\uc18c\uc218\uc758 \uc0f7 \ud559\uc2b5\uc744 \uc704\ud55c \ud504\ub85c\ud1a0\ud0c0\uc785 \ub124\ud2b8\uc6cc\ud06c(Snell et al., 2017)<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/skimai.com\/ko\/top-5-research-papers-on-few-shot-learning\/#3_Learning_to_Compare_Relation_Network_for_Few-Shot_Learning_Sung_et_al_2018\" >\ube44\uad50 \ud559\uc2b5: \uc18c\uc218 \ud559\uc2b5\uc744 \uc704\ud55c \uad00\uacc4 \ub124\ud2b8\uc6cc\ud06c(Sung et al., 2018)<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/skimai.com\/ko\/top-5-research-papers-on-few-shot-learning\/#4_A_Closer_Look_at_Few-shot_Classification_Chen_et_al_2019\" >\uc18c\uc218 \uc0f7 \ubd84\ub958\uc5d0 \ub300\ud55c \uba74\ubc00\ud55c \uac80\ud1a0(Chen et al., 2019)<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/skimai.com\/ko\/top-5-research-papers-on-few-shot-learning\/#5_Meta-Baseline_Exploring_Simple_Meta-Learning_for_Few-Shot_Learning_Chen_et_al_2021\" >\uba54\ud0c0 \uae30\uc900\uc120: \uc18c\uc218 \uc815\uc608 \ud559\uc2b5\uc744 \uc704\ud55c \uac04\ub2e8\ud55c \uba54\ud0c0 \ud559\uc2b5 \ud0d0\uc0c9(Chen et al., 2021)<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/skimai.com\/ko\/top-5-research-papers-on-few-shot-learning\/#The_Evolution_of_Few-Shot_Learning_Simplicity_Insight_and_Future_Directions\" >\uc18c\uc218 \uc815\uc608 \ud559\uc2b5\uc758 \uc9c4\ud654: \ub2e8\uc21c\uc131, \uc778\uc0ac\uc774\ud2b8 \ubc0f \ud5a5\ud6c4 \ubc29\ud5a5\uc131<\/a><\/li><\/ul><\/nav><\/div>\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"1_Matching_Networks_for_One_Shot_Learning_Vinyals_et_al_2016\"><\/span>1. <a rel=\"noopener noreferrer\" href=\"https:\/\/arxiv.org\/pdf\/1606.04080v2\">\uc6d0\uc0f7 \ud559\uc2b5\uc744 \uc704\ud55c \ub9e4\uce6d \ub124\ud2b8\uc6cc\ud06c(Vinyals et al., 2016)<\/a><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n<figure class=\"wp-block-image\">\n<img decoding=\"async\" src=\"http:\/\/skimai.com\/wp-content\/uploads\/2024\/08\/57a2b756-e57b-4201-810c-46988bbf2482.png\" alt=\"\uc6d0\uc0f7 \ud559\uc2b5 \uc5f0\uad6c \ub17c\ubb38\" \/>\n<\/figure>\n\n\n<p>\ub9e4\uce6d \ub124\ud2b8\uc6cc\ud06c\ub294 \uae30\uc5b5\uacfc \uc8fc\uc758 \uba54\ucee4\ub2c8\uc998\uc5d0\uc11c \uc601\uac10\uc744 \uc5bb\uc5b4 \uc6d0\uc0f7 \ud559\uc2b5\uc5d0 \ub300\ud55c \ud68d\uae30\uc801\uc778 \uc811\uadfc \ubc29\uc2dd\uc744 \ub3c4\uc785\ud588\uc2b5\ub2c8\ub2e4. \uc774 \ubc31\uc11c\uc758 \ud575\uc2ec \ud601\uc2e0\uc740 \ucffc\ub9ac \uc608\uc81c\uc640 \ub808\uc774\ube14\uc774 \uc9c0\uc815\ub41c \uc9c0\uc6d0 \uc608\uc81c\ub97c \ube44\uad50\ud558\uc5ec \uc608\uce21\uc744 \ub0b4\ub9ac\ub294 \ub9e4\uce6d \uae30\ub2a5\uc785\ub2c8\ub2e4.<\/p>\n\n\n<p>\uc800\uc790\ub4e4\uc740 \ud6c8\ub828 \uc911\uc5d0 \uc18c\uc218\uc758 \uc0f7 \uc2dc\ub098\ub9ac\uc624\ub97c \ubaa8\ubc29\ud558\ub294 \uc5d0\ud53c\uc18c\ub4dc \ud6c8\ub828 \uccb4\uc81c\ub97c \uc81c\uc548\ud558\uc5ec \ubaa8\ub378\uc774 \uba87 \uac1c\uc758 \uc608\uc81c\ub9cc\uc73c\ub85c \ud559\uc2b5\ud558\ub294 \ubc29\ubc95\uc744 \ubc30\uc6b8 \uc218 \uc788\ub3c4\ub85d \ud588\uc2b5\ub2c8\ub2e4. \uc774 \uc811\uadfc \ubc29\uc2dd\uc740 \ud5a5\ud6c4 \uc18c\uc218 \uc0f7 \ubd84\ub958\uc5d0\uc11c \uba54\ud0c0 \ud559\uc2b5 \uc54c\uace0\ub9ac\uc998\uc744 \uc704\ud55c \uae38\uc744 \uc5f4\uc5c8\uc2b5\ub2c8\ub2e4. \ub9e4\uce6d \ub124\ud2b8\uc6cc\ud06c\ub294 \uc634\ub2c8\uae00\ub86f\uacfc \ubbf8\ub2c8\uc774\ubbf8\uc9c0\ub137 \ub370\uc774\ud130 \uc138\ud2b8 \ubaa8\ub450\uc5d0\uc11c \uc778\uc0c1\uc801\uc778 \uc131\ub2a5\uc744 \ubcf4\uc5ec\uc8fc\uba70 \uc18c\uc218 \uc0f7 \ud559\uc2b5 \ubc29\ubc95\uc758 \uc0c8\ub85c\uc6b4 \ud45c\uc900\uc744 \uc138\uc6e0\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"2_Prototypical_Networks_for_Few-shot_Learning_Snell_et_al_2017\"><\/span>2. <a rel=\"noopener noreferrer\" href=\"https:\/\/arxiv.org\/pdf\/1703.05175v2\">\uc18c\uc218\uc758 \uc0f7 \ud559\uc2b5\uc744 \uc704\ud55c \ud504\ub85c\ud1a0\ud0c0\uc785 \ub124\ud2b8\uc6cc\ud06c(Snell et al., 2017)<\/a><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n<figure class=\"wp-block-image\">\n<img decoding=\"async\" src=\"http:\/\/skimai.com\/wp-content\/uploads\/2024\/08\/7e925e4a-0fab-467c-8fec-181feb4ab18c.png\" alt=\"\uc18c\uc218 \uc815\uc608 \ud559\uc2b5 \uc5f0\uad6c \ub17c\ubb38\" \/>\n<\/figure>\n\n\n<p>\ub9e4\uce6d \ub124\ud2b8\uc6cc\ud06c\uc758 \uc131\uacf5\uc744 \ubc14\ud0d5\uc73c\ub85c \ud504\ub85c\ud1a0\ud0c0\uc785 \ub124\ud2b8\uc6cc\ud06c\ub294 \uc18c\uc218\uc758 \uc0f7 \ud559\uc2b5\uc5d0 \ub300\ud55c \ub354 \uac04\ub2e8\ud558\uba74\uc11c\ub3c4 \ud6a8\uacfc\uc801\uc778 \uc811\uadfc \ubc29\uc2dd\uc744 \ub3c4\uc785\ud588\uc2b5\ub2c8\ub2e4. \ud575\uc2ec \uc544\uc774\ub514\uc5b4\ub294 \ud074\ub798\uc2a4\ub97c \ud558\ub098\uc758 \ud504\ub85c\ud1a0\ud0c0\uc785\uc73c\ub85c \ub098\ud0c0\ub0bc \uc218 \uc788\ub294 \uba54\ud2b8\ub9ad \uacf5\uac04, \uc989 \ud574\ub2f9 \ud074\ub798\uc2a4\uc5d0 \ub300\ud55c \uc784\ubca0\ub514\ub4dc \uc9c0\uc6d0 \uc608\uc81c\uc758 \ud3c9\uade0\uc744 \ud559\uc2b5\ud558\ub294 \uac83\uc785\ub2c8\ub2e4.<\/p>\n\n\n<p>\ud504\ub85c\ud1a0\ud0c0\uc785 \ub124\ud2b8\uc6cc\ud06c\ub294 \ucf54\uc0ac\uc778 \uc720\uc0ac\ub3c4 \ub300\uc2e0 \uc720\ud074\ub9ac\ub4dc \uac70\ub9ac\ub97c \uc0ac\uc6a9\ud558\ub294\ub370, \uc800\uc790\ub4e4\uc740 \ube0c\ub808\uadf8\ub9cc \ubc1c\uc0b0\uc5d0 \ub354 \uc801\ud569\ud558\ub2e4\uace0 \uc124\uba85\ud569\ub2c8\ub2e4. \uc774 \uc120\ud0dd\uc740 \ubaa8\ub378\uc744 \ud655\ub960\uc801\uc73c\ub85c \uba85\ud655\ud558\uac8c \ud574\uc11d\ud560 \uc218 \uc788\uac8c \ud574\uc90d\ub2c8\ub2e4. \ud504\ub85c\ud1a0\ud0c0\uc785 \ub124\ud2b8\uc6cc\ud06c\uc758 \ub2e8\uc21c\uc131\uacfc \ud6a8\uc728\uc131\uc73c\ub85c \uc778\ud574 \uc774\ud6c4 \uc18c\ub7c9 \ud559\uc2b5 \uc5f0\uad6c\uc5d0 \ub110\ub9ac \uc0ac\uc6a9\ub418\ub294 \uae30\uc900\uc774 \ub418\uc5c8\uc73c\uba70, \uc885\uc885 \ub354 \ubcf5\uc7a1\ud55c \ubc29\ubc95\uc744 \ub2a5\uac00\ud558\ub294 \uc131\uacfc\ub97c \uac70\ub450\uae30\ub3c4 \ud588\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"3_Learning_to_Compare_Relation_Network_for_Few-Shot_Learning_Sung_et_al_2018\"><\/span>3. <a rel=\"noopener noreferrer\" href=\"https:\/\/arxiv.org\/pdf\/1711.06025v2\">\ube44\uad50 \ud559\uc2b5: \uc18c\uc218 \ud559\uc2b5\uc744 \uc704\ud55c \uad00\uacc4 \ub124\ud2b8\uc6cc\ud06c(Sung et al., 2018)<\/a><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n<figure class=\"wp-block-image\">\n<img decoding=\"async\" src=\"http:\/\/skimai.com\/wp-content\/uploads\/2024\/08\/050788bb-e54a-4bad-98f0-94b622afa50d.png\" alt=\"\uc18c\uc218 \uc815\uc608 \ud559\uc2b5 \uc5f0\uad6c \ub17c\ubb38\" \/>\n<\/figure>\n\n\n<p>\uad00\uacc4 \ub124\ud2b8\uc6cc\ud06c\ub294 \ud559\uc2b5 \uac00\ub2a5\ud55c \uad00\uacc4 \ubaa8\ub4c8\uc744 \ub3c4\uc785\ud558\uc5ec \uc774\uc804 \ubc29\ubc95\uc758 \uba54\ud2b8\ub9ad \ud559\uc2b5 \uc811\uadfc \ubc29\uc2dd\uc5d0\uc11c \ud55c \uac78\uc74c \ub354 \ub098\uc544\uac14\uc2b5\ub2c8\ub2e4. \uad00\uacc4 \ub124\ud2b8\uc6cc\ud06c\ub294 \uc720\ud074\ub9ac\ub4dc \uac70\ub9ac\ub098 \ucf54\uc0ac\uc778 \uc720\uc0ac\ub3c4\uc640 \uac19\uc740 \uace0\uc815\ub41c \uba54\ud2b8\ub9ad\uc744 \uc0ac\uc6a9\ud558\ub294 \ub300\uc2e0 \uc720\uc5f0\ud55c \ubc29\uc2dd\uc73c\ub85c \ucffc\ub9ac \ubc0f \uc9c0\uc6d0 \uc608\uc81c\ub97c \ube44\uad50\ud558\ub294 \ubc29\ubc95\uc744 \ud559\uc2b5\ud569\ub2c8\ub2e4.<\/p>\n\n\n<p>\uad00\uacc4 \ubaa8\ub4c8\uc740 \ucffc\ub9ac \ubc0f \uc9c0\uc6d0 \uc608\uc81c\uc758 \uc5f0\uacb0\ub41c \ud2b9\uc9d5\uc744 \uc785\ub825\uc73c\ub85c \ubc1b\uc544 \uad00\uacc4 \uc810\uc218\ub97c \ucd9c\ub825\ud558\ub294 \uc2e0\uacbd\ub9dd\uc73c\ub85c \uad6c\ud604\ub429\ub2c8\ub2e4. \uc774 \uc811\uadfc \ubc29\uc2dd\uc744 \ud1b5\ud574 \ubaa8\ub378\uc740 \ud2b9\uc815 \uc791\uc5c5\uacfc \ub370\uc774\ud130 \ubd84\ud3ec\uc5d0 \ub9de\ub294 \ube44\uad50 \uc9c0\ud45c\ub97c \ud559\uc2b5\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uad00\uacc4 \ub124\ud2b8\uc6cc\ud06c\ub294 \ub2e4\uc591\ud55c \uc18c\uc218 \ud559\uc2b5 \ubca4\uce58\ub9c8\ud06c\uc5d0\uc11c \uac15\ub825\ud55c \uc131\ub2a5\uc744 \ubcf4\uc5ec\uc8fc\uba70 \ube44\uad50 \ud559\uc2b5\uc758 \ud798\uc744 \uc785\uc99d\ud588\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"4_A_Closer_Look_at_Few-shot_Classification_Chen_et_al_2019\"><\/span>4. <a rel=\"noopener noreferrer\" href=\"https:\/\/arxiv.org\/pdf\/1904.04232v2\">\uc18c\uc218 \uc0f7 \ubd84\ub958\uc5d0 \ub300\ud55c \uba74\ubc00\ud55c \uac80\ud1a0(Chen et al., 2019)<\/a><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n<figure class=\"wp-block-image\">\n<img decoding=\"async\" src=\"http:\/\/skimai.com\/wp-content\/uploads\/2024\/08\/badbf4a2-f014-40ff-a525-f2e572c86494.png\" alt=\"\uc18c\uc218 \uc815\uc608 \ud559\uc2b5 \uc5f0\uad6c \ub17c\ubb38\" \/>\n<\/figure>\n\n\n<p>\uc774 \ub17c\ubb38\uc740 \uae30\uc874\uc758 \uc18c\uc218 \ud559\uc2b5 \ubc29\ubc95\uc5d0 \ub300\ud55c \uc885\ud569\uc801\uc778 \ubd84\uc11d\uc744 \uc81c\uacf5\ud558\uc5ec \uc774 \ubd84\uc57c\uc758 \uc77c\ubc18\uc801\uc778 \uac00\uc815\uc5d0 \uc774\uc758\ub97c \uc81c\uae30\ud588\uc2b5\ub2c8\ub2e4. \uc800\uc790\ub4e4\uc740 \uc801\uc808\ud558\uac8c \ud6c8\ub828\ud558\uba74 \ub354 \ubcf5\uc7a1\ud55c \uba54\ud0c0\ub7ec\ub2dd \uc811\uadfc\ubc95\uc758 \uc131\ub2a5\uacfc \ube44\uc2b7\ud558\uac70\ub098 \ub2a5\uac00\ud560 \uc218 \uc788\ub294 \uac04\ub2e8\ud55c \uae30\uc900 \ubaa8\ub378\uc744 \uc81c\uc548\ud588\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n<p>\uc774 \uc5f0\uad6c\uc5d0\uc11c \uc5bb\uc740 \ud575\uc2ec \uc778\uc0ac\uc774\ud2b8\ub294 \uc18c\uc218\uc758 \uc0f7 \ud559\uc2b5\uc5d0\uc11c \ud2b9\uc9d5 \ubc31\ubcf8\uacfc \ud6c8\ub828 \uc804\ub7b5\uc758 \uc911\uc694\uc131\uc785\ub2c8\ub2e4. \uc800\uc790\ub294 \ubaa8\ub4e0 \uae30\ubcf8 \ud074\ub798\uc2a4\uc5d0 \ub300\ud574 \ud6c8\ub828\ub41c \ud45c\uc900 \ubd84\ub958\uae30\ub97c \uc0ac\uc6a9\ud55c \ud6c4 \uc0c8\ub85c\uc6b4 \ud074\ub798\uc2a4\uc5d0 \ub300\ud574 \uac00\uc7a5 \uac00\uae4c\uc6b4 \uc774\uc6c3 \ubd84\ub958\ub97c \ud558\uba74 \ub9e4\uc6b0 \ud6a8\uacfc\uc801\uc77c \uc218 \uc788\uc74c\uc744 \ubcf4\uc5ec\uc8fc\uc5c8\uc2b5\ub2c8\ub2e4. \uc774 \ub17c\ubb38\uc740 \uc5f0\uad6c\uc790\ub4e4\uc774 \uc18c\uc218\uc758 \uc0f7 \ud559\uc2b5 \uc5f0\uad6c\uc5d0\uc11c \uae30\uc900\uc120\uacfc \ud3c9\uac00 \ud504\ub85c\ud1a0\ucf5c\uc744 \uc2e0\uc911\ud558\uac8c \uace0\ub824\ud560 \uac83\uc744 \uad8c\uc7a5\ud569\ub2c8\ub2e4.<\/p>\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"5_Meta-Baseline_Exploring_Simple_Meta-Learning_for_Few-Shot_Learning_Chen_et_al_2021\"><\/span>5. <a rel=\"noopener noreferrer\" href=\"https:\/\/arxiv.org\/pdf\/2003.04390v4\">\uba54\ud0c0 \uae30\uc900\uc120: \uc18c\uc218 \uc815\uc608 \ud559\uc2b5\uc744 \uc704\ud55c \uac04\ub2e8\ud55c \uba54\ud0c0 \ud559\uc2b5 \ud0d0\uc0c9(Chen et al., 2021)<\/a><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n<figure class=\"wp-block-image\">\n<img decoding=\"async\" src=\"http:\/\/skimai.com\/wp-content\/uploads\/2024\/08\/ed044b3e-4736-4107-a7b1-a2706100e01c.png\" alt=\"\uba54\ud0c0\ub7ec\ub2dd \uc5f0\uad6c \ub17c\ubb38\" \/>\n<\/figure>\n\n\n<p>\"\uc18c\uc218 \uc0f7 \ubd84\ub958\uc5d0 \ub300\ud55c \uba74\ubc00\ud55c \uac80\ud1a0\"\uc5d0\uc11c \uc5bb\uc740 \ud1b5\ucc30\ub825\uc744 \ubc14\ud0d5\uc73c\ub85c Meta-Baseline\uc740 \uac04\ub2e8\ud558\uba74\uc11c\ub3c4 \ub9e4\uc6b0 \ud6a8\uacfc\uc801\uc778 \uba54\ud0c0 \ud559\uc2b5 \uc811\uadfc \ubc29\uc2dd\uc744 \uc81c\uc548\ud569\ub2c8\ub2e4. \uc774 \ubc29\ubc95\uc740 \uae30\ubcf8 \ud074\ub798\uc2a4\uc5d0 \ub300\ud55c \ud45c\uc900 \uc0ac\uc804 \ud559\uc2b5\uacfc \uc18c\uc218 \uc0f7 \uc791\uc5c5\uc5d0 \ub9de\uac8c \ubaa8\ub378\uc744 \ubbf8\uc138 \uc870\uc815\ud558\ub294 \uba54\ud0c0 \ud559\uc2b5 \ub2e8\uacc4\ub97c \uacb0\ud569\ud569\ub2c8\ub2e4.<\/p>\n\n\n<p>\uc800\uc790\ub4e4\uc740 \ud45c\uc900 \ud6c8\ub828\uacfc \uba54\ud0c0\ub7ec\ub2dd \ubaa9\ud45c \uc0ac\uc774\uc758 \uc0c1\ucda9 \uad00\uacc4\uc5d0 \ub300\ud574 \uc790\uc138\ud788 \ubd84\uc11d\ud569\ub2c8\ub2e4. \uba54\ud0c0\ub7ec\ub2dd\uc740 \ud6c8\ub828 \ubd84\ud3ec\uc758 \uc131\ub2a5\uc744 \ud5a5\uc0c1\uc2dc\ud0ac \uc218 \uc788\uc9c0\ub9cc, \uc0c8\ub85c\uc6b4 \ud074\ub798\uc2a4\uc5d0 \ub300\ud55c \uc77c\ubc18\ud654\uc5d0 \ud574\ub97c \ub07c\uce60 \uc218 \uc788\uc74c\uc744 \ubcf4\uc5ec\uc90d\ub2c8\ub2e4. \uba54\ud0c0 \ubca0\uc774\uc2a4\ub77c\uc778\uc740 \ud45c\uc900 \uc18c\uc218 \ud559\uc2b5 \ubca4\uce58\ub9c8\ud06c\uc5d0\uc11c \ucd5c\ucca8\ub2e8 \uc131\ub2a5\uc744 \ub2ec\uc131\ud558\uc5ec \uac04\ub2e8\ud55c \uc811\uadfc \ubc29\uc2dd\ub3c4 \uc801\uc808\ud788 \uc124\uacc4\ud558\uace0 \ubd84\uc11d\ud558\uba74 \ub9e4\uc6b0 \ud6a8\uacfc\uc801\uc77c \uc218 \uc788\uc74c\uc744 \ubcf4\uc5ec\uc90d\ub2c8\ub2e4.<\/p>\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"The_Evolution_of_Few-Shot_Learning_Simplicity_Insight_and_Future_Directions\"><\/span>\uc18c\uc218 \uc815\uc608 \ud559\uc2b5\uc758 \uc9c4\ud654: \ub2e8\uc21c\uc131, \uc778\uc0ac\uc774\ud2b8 \ubc0f \ud5a5\ud6c4 \ubc29\ud5a5\uc131<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n<p>\uc774 \ub2e4\uc12f \ud3b8\uc758 \ud68d\uae30\uc801\uc778 \ub17c\ubb38\uc740 \ud559\ubb38\uc801 \uc5f0\uad6c\ub97c \ubc1c\uc804\uc2dc\ucf30\uc744 \ubfd0\ub9cc \uc544\ub2c8\ub77c \uc5d4\ud130\ud504\ub77c\uc774\uc988 AI\uc5d0\uc11c \uc18c\uc218\uc810 \ud559\uc2b5\uc744 \uc2e4\uc81c\ub85c \uc801\uc6a9\ud560 \uc218 \uc788\ub294 \uae38\uc744 \uc5f4\uc5c8\uc2b5\ub2c8\ub2e4. \ub9e4\uce6d \ub124\ud2b8\uc6cc\ud06c\uc5d0\uc11c \uba54\ud0c0 \uae30\uc900\uc120\uc5d0 \uc774\ub974\uae30\uae4c\uc9c0, \uc6b0\ub9ac\ub294 \ub9ce\uc740 \ube44\uc988\ub2c8\uc2a4 \uc0c1\ud669\uc5d0\uc11c \uc911\uc694\ud55c \uc5ed\ub7c9\uc778 \uc81c\ud55c\ub41c \ub370\uc774\ud130\ub85c\ubd80\ud130 \ud559\uc2b5\ud560 \uc218 \uc788\ub294 \ubcf4\ub2e4 \ud6a8\uc728\uc801\uc774\uace0 \uc801\uc751\ub825 \uc788\ub294 AI \uc2dc\uc2a4\ud15c\uc744 \ud5a5\ud55c \uc9c4\uc804\uc744 \ubaa9\uaca9\ud588\uc2b5\ub2c8\ub2e4. \uc774\ub7ec\ud55c \ud601\uc2e0\uc744 \ud1b5\ud574 \uae30\uc5c5\uc740 \ub4dc\ubb38 \uc774\ubca4\ud2b8 \uac10\uc9c0, \uac1c\uc778\ud654\ub41c \uace0\uac1d \uacbd\ud5d8, \uc0c8\ub85c\uc6b4 AI \uc194\ub8e8\uc158\uc758 \uc2e0\uc18d\ud55c \ud504\ub85c\ud1a0\ud0c0\uc785 \uc81c\uc791 \ub4f1 \ub370\uc774\ud130\uac00 \ubd80\uc871\ud558\uac70\ub098 \ube44\uc6a9\uc774 \ub9ce\uc774 \ub4dc\ub294 \uc2dc\ub098\ub9ac\uc624\uc5d0\uc11c AI\ub97c \ubc30\ud3ec\ud560 \uc218 \uc788\uac8c \ub418\uc5c8\uc2b5\ub2c8\ub2e4. <\/p>\n\n\n<p>\uc774\ud6c4 \ub17c\ubb38\uc5d0\uc11c \uac15\uc870\ud55c \uac83\ucc98\ub7fc \ub354 \uac04\ub2e8\ud558\uba74\uc11c\ub3c4 \ud6a8\uacfc\uc801\uc778 \ubaa8\ub378\uc5d0 \ub300\ud55c \uac15\uc870\ub294 \ud574\uc11d \uac00\ub2a5\ud558\uace0 \uc720\uc9c0 \uad00\ub9ac\uac00 \uac00\ub2a5\ud55c AI \uc2dc\uc2a4\ud15c\uc5d0 \ub300\ud55c \uae30\uc5c5\uc758 \uc694\uad6c\uc640 \uc798 \ub9de\uc544\ub5a8\uc5b4\uc9d1\ub2c8\ub2e4. \uae30\uc5c5\uc774 AI\ub97c \ud1b5\ud574 \uacbd\uc7c1 \uc6b0\uc704\ub97c \uc9c0\uc18d\uc801\uc73c\ub85c \ucd94\uad6c\ud568\uc5d0 \ub530\ub77c \ucd5c\uc18c\ud55c\uc758 \ub370\uc774\ud130\ub85c \uc0c8\ub85c\uc6b4 \uc5c5\ubb34\uc5d0 \ubaa8\ub378\uc744 \uc2e0\uc18d\ud558\uac8c \uc801\uc6a9\ud558\ub294 \ub2a5\ub825\uc740 \uc810\uc810 \ub354 \uc911\uc694\ud574\uc9c8 \uac83\uc785\ub2c8\ub2e4. \uc774 \ubc31\uc11c\ub4e4\uc744 \ud1b5\ud574 \uc5d4\ud130\ud504\ub77c\uc774\uc988 AI\uac00 \uae09\ubcc0\ud558\ub294 \ube44\uc988\ub2c8\uc2a4 \uc694\uad6c\uc0ac\ud56d\uc5d0 \ubcf4\ub2e4 \ubbfc\ucca9\ud558\uace0 \ube44\uc6a9 \ud6a8\uc728\uc801\uc73c\ub85c \ub300\uc751\ud558\uc5ec \uad81\uadf9\uc801\uc73c\ub85c \uc0b0\uc5c5 \uc804\ubc18\uc758 \ud601\uc2e0\uacfc \ud6a8\uc728\uc131\uc744 \uc8fc\ub3c4\ud560 \uc218 \uc788\ub294 \ubbf8\ub798\ub97c \uc804\ub9dd\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>","protected":false},"excerpt":{"rendered":"<p>Few-shot learning has emerged as a crucial area of research in machine learning, aiming to develop algorithms that can learn from limited labeled examples. This capability is essential for many real-world applications where data is scarce, expensive, or time-consuming to obtain. We will explore five seminal research papers that have significantly advanced the field of [&hellip;]<\/p>\n","protected":false},"author":1003,"featured_media":13005,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"single-custom-post-template.php","format":"standard","meta":{"_et_pb_use_builder":"","_et_pb_old_content":"","_et_gb_content_width":"","footnotes":""},"categories":[100,67,134],"tags":[],"class_list":["post-12977","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-generative-ai","category-ml-nlp","category-research-stats"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v24.1 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Top 5 Research Papers on Few-Shot Learning - Skim AI<\/title>\n<meta name=\"description\" content=\"Explore five groundbreaking research papers that have significantly advanced few-shot learning, offering novel approaches and architectures to tackle learning from limited data. These papers are key for enterprises leveraging AI in data-scarce environments.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/skimai.com\/ko\/\uc18c\uc218-\uc0f7-\ud559\uc2b5\uc5d0-\uad00\ud55c-\uc0c1\uc704-5\uac00\uc9c0-\uc5f0\uad6c-\ub17c\ubb38\/\" \/>\n<meta property=\"og:locale\" content=\"ko_KR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Top 5 Research Papers on Few-Shot Learning - Skim AI\" \/>\n<meta property=\"og:description\" content=\"Explore five groundbreaking research papers that have significantly advanced few-shot learning, offering novel approaches and architectures to tackle learning from limited data. These papers are key for enterprises leveraging AI in data-scarce environments.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/skimai.com\/ko\/\uc18c\uc218-\uc0f7-\ud559\uc2b5\uc5d0-\uad00\ud55c-\uc0c1\uc704-5\uac00\uc9c0-\uc5f0\uad6c-\ub17c\ubb38\/\" \/>\n<meta property=\"og:site_name\" content=\"Skim AI\" \/>\n<meta property=\"article:published_time\" content=\"2024-08-19T21:57:19+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/skimai.com\/wp-content\/uploads\/2024\/08\/image-5-1.png\" \/>\n\t<meta property=\"og:image:width\" content=\"2000\" \/>\n\t<meta property=\"og:image:height\" content=\"1265\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/png\" \/>\n<meta name=\"author\" content=\"Greggory Elias\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"\uae00\uc4f4\uc774\" \/>\n\t<meta name=\"twitter:data1\" content=\"Greggory Elias\" \/>\n\t<meta name=\"twitter:label2\" content=\"\uc608\uc0c1 \ub418\ub294 \ud310\ub3c5 \uc2dc\uac04\" \/>\n\t<meta name=\"twitter:data2\" content=\"5\ubd84\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\/\/skimai.com\/top-5-research-papers-on-few-shot-learning\/#article\",\"isPartOf\":{\"@id\":\"https:\/\/skimai.com\/top-5-research-papers-on-few-shot-learning\/\"},\"author\":{\"name\":\"Greggory Elias\",\"@id\":\"https:\/\/skimai.com\/uk\/#\/schema\/person\/7a883b4a2d2ea22040f42a7975eb86c6\"},\"headline\":\"Top 5 Research Papers on Few-Shot Learning\",\"datePublished\":\"2024-08-19T21:57:19+00:00\",\"dateModified\":\"2024-08-19T21:57:19+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\/\/skimai.com\/top-5-research-papers-on-few-shot-learning\/\"},\"wordCount\":831,\"publisher\":{\"@id\":\"https:\/\/skimai.com\/uk\/#organization\"},\"image\":{\"@id\":\"https:\/\/skimai.com\/top-5-research-papers-on-few-shot-learning\/#primaryimage\"},\"thumbnailUrl\":\"https:\/\/skimai.com\/wp-content\/uploads\/2024\/08\/image-5-1.png\",\"articleSection\":[\"Generative AI\",\"LLMs \/ NLP\",\"Research \/ Stats\"],\"inLanguage\":\"ko-KR\"},{\"@type\":\"WebPage\",\"@id\":\"https:\/\/skimai.com\/top-5-research-papers-on-few-shot-learning\/\",\"url\":\"https:\/\/skimai.com\/top-5-research-papers-on-few-shot-learning\/\",\"name\":\"Top 5 Research Papers on Few-Shot Learning - Skim AI\",\"isPartOf\":{\"@id\":\"https:\/\/skimai.com\/uk\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\/\/skimai.com\/top-5-research-papers-on-few-shot-learning\/#primaryimage\"},\"image\":{\"@id\":\"https:\/\/skimai.com\/top-5-research-papers-on-few-shot-learning\/#primaryimage\"},\"thumbnailUrl\":\"https:\/\/skimai.com\/wp-content\/uploads\/2024\/08\/image-5-1.png\",\"datePublished\":\"2024-08-19T21:57:19+00:00\",\"dateModified\":\"2024-08-19T21:57:19+00:00\",\"description\":\"Explore five groundbreaking research papers that have significantly advanced few-shot learning, offering novel approaches and architectures to tackle learning from limited data. These papers are key for enterprises leveraging AI in data-scarce environments.\",\"breadcrumb\":{\"@id\":\"https:\/\/skimai.com\/top-5-research-papers-on-few-shot-learning\/#breadcrumb\"},\"inLanguage\":\"ko-KR\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/skimai.com\/top-5-research-papers-on-few-shot-learning\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"ko-KR\",\"@id\":\"https:\/\/skimai.com\/top-5-research-papers-on-few-shot-learning\/#primaryimage\",\"url\":\"https:\/\/skimai.com\/wp-content\/uploads\/2024\/08\/image-5-1.png\",\"contentUrl\":\"https:\/\/skimai.com\/wp-content\/uploads\/2024\/08\/image-5-1.png\",\"width\":2000,\"height\":1265,\"caption\":\"One Shot and Few Shot Learning\"},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/skimai.com\/top-5-research-papers-on-few-shot-learning\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\/\/skimai.com\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Top 5 Research Papers on Few-Shot Learning\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/skimai.com\/uk\/#website\",\"url\":\"https:\/\/skimai.com\/uk\/\",\"name\":\"Skim AI\",\"description\":\"The AI Agent Workforce Platform\",\"publisher\":{\"@id\":\"https:\/\/skimai.com\/uk\/#organization\"},\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/skimai.com\/uk\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"ko-KR\"},{\"@type\":\"Organization\",\"@id\":\"https:\/\/skimai.com\/uk\/#organization\",\"name\":\"Skim AI\",\"url\":\"https:\/\/skimai.com\/uk\/\",\"logo\":{\"@type\":\"ImageObject\",\"inLanguage\":\"ko-KR\",\"@id\":\"https:\/\/skimai.com\/uk\/#\/schema\/logo\/image\/\",\"url\":\"http:\/\/skimai.com\/wp-content\/uploads\/2020\/07\/SKIM-AI-Header-Logo.png\",\"contentUrl\":\"http:\/\/skimai.com\/wp-content\/uploads\/2020\/07\/SKIM-AI-Header-Logo.png\",\"width\":194,\"height\":58,\"caption\":\"Skim AI\"},\"image\":{\"@id\":\"https:\/\/skimai.com\/uk\/#\/schema\/logo\/image\/\"},\"sameAs\":[\"https:\/\/www.linkedin.com\/company\/skim-ai\"]},{\"@type\":\"Person\",\"@id\":\"https:\/\/skimai.com\/uk\/#\/schema\/person\/7a883b4a2d2ea22040f42a7975eb86c6\",\"name\":\"Greggory Elias\",\"url\":\"https:\/\/skimai.com\/ko\/author\/gregg\/\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"\uc18c\uc218 \uc0f7 \ud559\uc2b5\uc5d0 \uad00\ud55c \uc0c1\uc704 5\uac00\uc9c0 \uc5f0\uad6c \ub17c\ubb38 - Skim AI","description":"\uc81c\ud55c\ub41c \ub370\uc774\ud130\uc5d0\uc11c \ud559\uc2b5\ud558\ub294 \ubb38\uc81c\ub97c \ud574\uacb0\ud558\uae30 \uc704\ud55c \uc0c8\ub85c\uc6b4 \uc811\uadfc \ubc29\uc2dd\uacfc \uc544\ud0a4\ud14d\ucc98\ub97c \uc81c\uc2dc\ud558\uc5ec \uc18c\uc218 \uc815\uc608 \ud559\uc2b5\uc744 \ud06c\uac8c \ubc1c\uc804\uc2dc\ud0a8 5\uac00\uc9c0 \ud68d\uae30\uc801\uc778 \uc5f0\uad6c \ub17c\ubb38\uc744 \uc0b4\ud3b4\ubcf4\uc138\uc694. \uc774 \ub17c\ubb38\ub4e4\uc740 \ub370\uc774\ud130\uac00 \ubd80\uc871\ud55c \ud658\uacbd\uc5d0\uc11c AI\ub97c \ud65c\uc6a9\ud558\ub294 \uae30\uc5c5\uc5d0\uac8c \ud575\uc2ec\uc801\uc778 \uc815\ubcf4\ub97c \uc81c\uacf5\ud569\ub2c8\ub2e4.","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/skimai.com\/ko\/\uc18c\uc218-\uc0f7-\ud559\uc2b5\uc5d0-\uad00\ud55c-\uc0c1\uc704-5\uac00\uc9c0-\uc5f0\uad6c-\ub17c\ubb38\/","og_locale":"ko_KR","og_type":"article","og_title":"Top 5 Research Papers on Few-Shot Learning - Skim AI","og_description":"Explore five groundbreaking research papers that have significantly advanced few-shot learning, offering novel approaches and architectures to tackle learning from limited data. These papers are key for enterprises leveraging AI in data-scarce environments.","og_url":"https:\/\/skimai.com\/ko\/\uc18c\uc218-\uc0f7-\ud559\uc2b5\uc5d0-\uad00\ud55c-\uc0c1\uc704-5\uac00\uc9c0-\uc5f0\uad6c-\ub17c\ubb38\/","og_site_name":"Skim AI","article_published_time":"2024-08-19T21:57:19+00:00","og_image":[{"width":2000,"height":1265,"url":"https:\/\/skimai.com\/wp-content\/uploads\/2024\/08\/image-5-1.png","type":"image\/png"}],"author":"Greggory Elias","twitter_card":"summary_large_image","twitter_misc":{"\uae00\uc4f4\uc774":"Greggory Elias","\uc608\uc0c1 \ub418\ub294 \ud310\ub3c5 \uc2dc\uac04":"5\ubd84"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/skimai.com\/top-5-research-papers-on-few-shot-learning\/#article","isPartOf":{"@id":"https:\/\/skimai.com\/top-5-research-papers-on-few-shot-learning\/"},"author":{"name":"Greggory Elias","@id":"https:\/\/skimai.com\/uk\/#\/schema\/person\/7a883b4a2d2ea22040f42a7975eb86c6"},"headline":"Top 5 Research Papers on Few-Shot Learning","datePublished":"2024-08-19T21:57:19+00:00","dateModified":"2024-08-19T21:57:19+00:00","mainEntityOfPage":{"@id":"https:\/\/skimai.com\/top-5-research-papers-on-few-shot-learning\/"},"wordCount":831,"publisher":{"@id":"https:\/\/skimai.com\/uk\/#organization"},"image":{"@id":"https:\/\/skimai.com\/top-5-research-papers-on-few-shot-learning\/#primaryimage"},"thumbnailUrl":"https:\/\/skimai.com\/wp-content\/uploads\/2024\/08\/image-5-1.png","articleSection":["Generative AI","LLMs \/ NLP","Research \/ Stats"],"inLanguage":"ko-KR"},{"@type":"WebPage","@id":"https:\/\/skimai.com\/top-5-research-papers-on-few-shot-learning\/","url":"https:\/\/skimai.com\/top-5-research-papers-on-few-shot-learning\/","name":"\uc18c\uc218 \uc0f7 \ud559\uc2b5\uc5d0 \uad00\ud55c \uc0c1\uc704 5\uac00\uc9c0 \uc5f0\uad6c \ub17c\ubb38 - Skim AI","isPartOf":{"@id":"https:\/\/skimai.com\/uk\/#website"},"primaryImageOfPage":{"@id":"https:\/\/skimai.com\/top-5-research-papers-on-few-shot-learning\/#primaryimage"},"image":{"@id":"https:\/\/skimai.com\/top-5-research-papers-on-few-shot-learning\/#primaryimage"},"thumbnailUrl":"https:\/\/skimai.com\/wp-content\/uploads\/2024\/08\/image-5-1.png","datePublished":"2024-08-19T21:57:19+00:00","dateModified":"2024-08-19T21:57:19+00:00","description":"\uc81c\ud55c\ub41c \ub370\uc774\ud130\uc5d0\uc11c \ud559\uc2b5\ud558\ub294 \ubb38\uc81c\ub97c \ud574\uacb0\ud558\uae30 \uc704\ud55c \uc0c8\ub85c\uc6b4 \uc811\uadfc \ubc29\uc2dd\uacfc \uc544\ud0a4\ud14d\ucc98\ub97c \uc81c\uc2dc\ud558\uc5ec \uc18c\uc218 \uc815\uc608 \ud559\uc2b5\uc744 \ud06c\uac8c \ubc1c\uc804\uc2dc\ud0a8 5\uac00\uc9c0 \ud68d\uae30\uc801\uc778 \uc5f0\uad6c \ub17c\ubb38\uc744 \uc0b4\ud3b4\ubcf4\uc138\uc694. \uc774 \ub17c\ubb38\ub4e4\uc740 \ub370\uc774\ud130\uac00 \ubd80\uc871\ud55c \ud658\uacbd\uc5d0\uc11c AI\ub97c \ud65c\uc6a9\ud558\ub294 \uae30\uc5c5\uc5d0\uac8c \ud575\uc2ec\uc801\uc778 \uc815\ubcf4\ub97c \uc81c\uacf5\ud569\ub2c8\ub2e4.","breadcrumb":{"@id":"https:\/\/skimai.com\/top-5-research-papers-on-few-shot-learning\/#breadcrumb"},"inLanguage":"ko-KR","potentialAction":[{"@type":"ReadAction","target":["https:\/\/skimai.com\/top-5-research-papers-on-few-shot-learning\/"]}]},{"@type":"ImageObject","inLanguage":"ko-KR","@id":"https:\/\/skimai.com\/top-5-research-papers-on-few-shot-learning\/#primaryimage","url":"https:\/\/skimai.com\/wp-content\/uploads\/2024\/08\/image-5-1.png","contentUrl":"https:\/\/skimai.com\/wp-content\/uploads\/2024\/08\/image-5-1.png","width":2000,"height":1265,"caption":"One Shot and Few Shot Learning"},{"@type":"BreadcrumbList","@id":"https:\/\/skimai.com\/top-5-research-papers-on-few-shot-learning\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/skimai.com\/"},{"@type":"ListItem","position":2,"name":"Top 5 Research Papers on Few-Shot Learning"}]},{"@type":"WebSite","@id":"https:\/\/skimai.com\/uk\/#website","url":"https:\/\/skimai.com\/uk\/","name":"\uc2a4\ud0a4\ubc0d AI","description":"AI \uc0c1\ub2f4\uc6d0 \uc6cc\ud06c\ud3ec\uc2a4 \ud50c\ub7ab\ud3fc","publisher":{"@id":"https:\/\/skimai.com\/uk\/#organization"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/skimai.com\/uk\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"ko-KR"},{"@type":"Organization","@id":"https:\/\/skimai.com\/uk\/#organization","name":"\uc2a4\ud0a4\ubc0d AI","url":"https:\/\/skimai.com\/uk\/","logo":{"@type":"ImageObject","inLanguage":"ko-KR","@id":"https:\/\/skimai.com\/uk\/#\/schema\/logo\/image\/","url":"http:\/\/skimai.com\/wp-content\/uploads\/2020\/07\/SKIM-AI-Header-Logo.png","contentUrl":"http:\/\/skimai.com\/wp-content\/uploads\/2020\/07\/SKIM-AI-Header-Logo.png","width":194,"height":58,"caption":"Skim AI"},"image":{"@id":"https:\/\/skimai.com\/uk\/#\/schema\/logo\/image\/"},"sameAs":["https:\/\/www.linkedin.com\/company\/skim-ai"]},{"@type":"Person","@id":"https:\/\/skimai.com\/uk\/#\/schema\/person\/7a883b4a2d2ea22040f42a7975eb86c6","name":"\uadf8\ub808\uace0\ub9ac \uc5d8\ub9ac\uc544\uc2a4","url":"https:\/\/skimai.com\/ko\/author\/gregg\/"}]}},"_links":{"self":[{"href":"https:\/\/skimai.com\/ko\/wp-json\/wp\/v2\/posts\/12977","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/skimai.com\/ko\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/skimai.com\/ko\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/skimai.com\/ko\/wp-json\/wp\/v2\/users\/1003"}],"replies":[{"embeddable":true,"href":"https:\/\/skimai.com\/ko\/wp-json\/wp\/v2\/comments?post=12977"}],"version-history":[{"count":0,"href":"https:\/\/skimai.com\/ko\/wp-json\/wp\/v2\/posts\/12977\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/skimai.com\/ko\/wp-json\/wp\/v2\/media\/13005"}],"wp:attachment":[{"href":"https:\/\/skimai.com\/ko\/wp-json\/wp\/v2\/media?parent=12977"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/skimai.com\/ko\/wp-json\/wp\/v2\/categories?post=12977"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/skimai.com\/ko\/wp-json\/wp\/v2\/tags?post=12977"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}