{"id":4890,"date":"2026-01-28T11:11:42","date_gmt":"2026-01-28T02:11:42","guid":{"rendered":"https:\/\/vds.sogang.ac.kr\/?p=4890"},"modified":"2026-01-28T11:12:37","modified_gmt":"2026-01-28T02:12:37","slug":"the-thirty-ninth-annual-conference-on-neural-information-processing-systems-neurips-2025-%ec%96%91%ec%a7%84%ec%b2%a0-matti-zinke","status":"publish","type":"post","link":"https:\/\/vds.sogang.ac.kr\/?p=4890","title":{"rendered":"The Thirty-Ninth Annual Conference on Neural Information Processing Systems (NeurIPS 2025) – \uc591\uc9c4\ucca0, Matti Zinke"},"content":{"rendered":"

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[\ud559\ud68c \ud6c4\uae30]
\nNeurIPS\uc5d0 \ubc1c\ud45c\uc790\ub85c \ucc38\uc11d\ud558\uc600\ub2e4. \ubcf8 \ud559\ud68c\ub294 2025\ub144 12\uc6d4 2\uc77c\ubd80\ud130 7\uc77c\uae4c\uc9c0 \ubbf8\uad6d \uc0cc\ub514\uc5d0\uace0\uc5d0\uc11c \uac1c\ucd5c\ub418\uc5c8\uc73c\uba70, \uc778\uacf5 \uc9c0\ub2a5 \ubd84\uc57c\uc758 \ucd5c\uc2e0 \uc5f0\uad6c \ub3d9\ud5a5\uc744 \uc9c1\uc811 \ud655\uc778\ud560 \uc218 \uc788\ub294 \uc758\ubbf8 \uc788\ub294 \ud589\uc0ac\uc600\ub2e4. \ud2b9\ud788 \ubaa8\ub378 optimization \uc5f0\uad6c \ubc29\ud5a5\uc5d0 \uc9d1\uc911\ud558\uc5ec \ub2e4\uc591\ud55c \uc138\uc158\uc5d0 \ucc38\uc5ec\ud558\uc600\ub2e4.<\/p>\n

NeurIPS \ud559\ud68c \ud2b9\uc131\uc0c1 vision\uc744 \ub2e8\ub3c5\uc73c\ub85c \uc0ac\uc6a9\ud558\uc5ec \uc81c\uc548\ud55c \ub17c\ubb38\ub4e4\uc740 \ub9e4\uc6b0 \uc801\uc5c8\uace0, llm\uc744 \uae30\ubc18\uc73c\ub85c \uc5f0\uad6c\uac00 \ud65c\ubc1c\ud788 \ub17c\uc758\ub418\uc5c8\ub2e4. \ub354\ubd88\uc5b4 VLM \uae30\ubc18 \uc138\uc158\uc744 \ud1b5\ud574 register token \uc804\ub7b5 \ub4f1 \ubaa8\ub378\uc758 \uadfc\ubcf8\uc801\uc778 \ubc29\ud5a5\uc744 \ub2e4\ub8e8\ub294 \ucd5c\uc2e0 \ub3d9\ud5a5\uc744 \ud30c\uc545\ud560 \uc218 \uc788\uc5c8\uace0, \uc2e4\uc81c \uc5f0\uad6c\uc790\ub4e4\uacfc \ud1a0\ub860\ud558\uba70 \ud5a5\ud6c4 \uac1c\uc120 \uc544\uc774\ub514\uc5b4\ub97c \uad6c\uccb4\ud654\ud560 \uc218 \uc788\uc5c8\ub2e4. \uae00\ub85c\ubc8c \uae30\uc5c5 \ubd80\uc2a4 \ud0d0\ubc29\uc744 \ud1b5\ud574 \uc0b0\uc5c5\uc801 \uc801\uc6a9 \uac00\ub2a5\uc131 \uc5ed\uc2dc \ud655\uc778\ud558\uc600\ub2e4. \uc774\ubc88 NeurIPS \ucc38\uc11d\uc740 \ubaa8\ub378 optimization \ubc0f theory \uc5f0\uad6c\uc5d0 \ub300\ud55c \uc2dc\uc57c\ub97c \ud655\uc7a5\ud558\uace0, \ucc28\uae30 \uc5f0\uad6c \uacc4\ud68d\uc744 \uad6c\uccb4\ud654\ud558\ub294 \ub370 \ud070 \ub3c4\uc6c0\uc774 \ub418\uc5c8\ub2e4.<\/p>\n

[\ubc1c\ud45c \ud6c4\uae30]
\n\uc774\ubc88 \ud559\ud68c\uc5d0\uc11c \ubc1c\ud45c\ud55c \uc5f0\uad6c \uc81c\ubaa9\uc740 \u201cQSCA: Quantization with Self-Compensating Auxiliary for Monocular Depth Estimation” \uc774\ub2e4. \ubcf8 \uc5f0\uad6c\ub294 \ub2e8\uc548 \uc601\uc0c1 \uae30\ubc18 \uac70\ub9ac \ucd94\uc815 \ubaa8\ub378\uc5d0 \ud2b9\ud654\ub41c quantization \ud504\ub808\uc784\uc6cc\ud06c\ub97c \uc81c\uc548\ud558\uc600\ub2e4. \ube14\ub85d \ub2e8\uc704\uc758 \uc591\uc790\ud654 \uc624\ucc28\ub97c \uc790\ub3d9\uc73c\ub85c \ubcf4\uc0c1\ud558\ub294 ‘Self-Compensating Auxiliary’ \ubaa8\ub4c8\uc744 \uace0\uc548\ud588\ub2e4. \uc774 \ubaa8\ub4c8\uc740 \ubaa8\ub378\uc758 \uac01 \ube14\ub85d\ubcc4 \uc591\uc790\ud654 \ubbfc\uac10\ub3c4\ub97c \ubd84\uc11d\ud558\uace0, \ubbfc\uac10\ub3c4\uac00 \ub192\uc740 \ube14\ub85d\uc5d0\ub9cc \uc120\ud0dd\uc801\uc73c\ub85c \ubcf4\uc815 \uae30\ub2a5\uc744 \uc801\uc6a9\ud568\uc73c\ub85c\uc368 \uc131\ub2a5 \uc800\ud558\ub97c \ucd5c\uc18c\ud654\ud558\uba74\uc11c \uc5f0\uc0b0 \ud6a8\uc728\uc744 \uadf9\ub300\ud654\ud558\ub294\ub370 \ucd08\uc810\uc744 \ub9de\ucd94\uc5c8\ub2e4.<\/p>\n

\ud3ec\uc2a4\ud130 \ubc1c\ud45c \uacfc\uc815\uc5d0\uc11c\ub294 \ub2e4\uc591\ud55c \uae30\uc220\uc801 \uc9c8\ubb38\uc774 \uc81c\uae30\ub418\uc5c8\ub2e4. Quantization \uc801\uc6a9\uc758 \uc77c\ubc18\ud654, \uc81c\uc548\ud558\ub294 \ubaa8\ub4c8\uc758 overhead, low-bit\uc5d0\uc11c\uc758 quantization \uc801\uc6a9, \uc81c\uc548\ud558\ub294 \ubaa8\ub4c8\uc758 \uad6c\uc870 \ub4f1 \ub2e4\uc591\ud55c \uae30\uc220\uc801 \uc9c8\ubb38\uc744 \ubc1b\uc558\ub2e4. \uc774\ub7ec\ud55c \uc9c8\ubb38\uc744 \ud1b5\ud574 \ucd94\uac00\uc801\uc778 \uc131\ub2a5 \uac1c\uc120 \ubc29\ud5a5\uc5d0 \ub300\ud55c \ud53c\ub4dc\ubc31\ub3c4 \ub2e4\uc218 \uc218\uc9d1\ud560 \uc218 \uc788\uc5c8\ub2e4.<\/p>\n

\uc774\ubc88 \ubc1c\ud45c \uacbd\ud5d8\uc744 \ud1b5\ud574 \uad6d\uc81c \ud559\ud68c\uc5d0\uc11c\uc758 \uc5f0\uad6c \uad50\ub958 \uc5ed\ub7c9\uc744 \uac15\ud654\ud558\uc600\uc73c\uba70, \ud5a5\ud6c4 \ub354 \ub192\uc740 \uc218\uc900\uc758 \uc5f0\uad6c \uc131\uacfc\ub97c \ubaa9\ud45c\ub85c \uae00\ub85c\ubc8c \uc5f0\uad6c\uc790\ub4e4\uacfc \uc9c0\uc18d\uc801\uc778 \uad50\ub958 \ubc0f \ubc1c\uc804\uc744 \uc774\uc5b4\uac00\uace0\uc790 \ud55c\ub2e4. \ub2e4\uc74c \ud559\ud68c\uc5d0\uc11c\ub294 \ub354 \uc644\uc131\ub3c4 \ub192\uc740 \uacb0\uacfc\ub85c \ubc1c\ud45c\ud560 \uc218 \uc788\ub3c4\ub85d \uc5f0\uad6c\ub97c \uc2ec\ud654\ud560 \uacc4\ud68d\uc774\ub2e4.<\/p>\n","protected":false},"excerpt":{"rendered":"

[\ud559\ud68c \ud6c4\uae30] NeurIPS\uc5d0 \ubc1c\ud45c\uc790\ub85c \ucc38\uc11d\ud558\uc600\ub2e4. \ubcf8 \ud559\ud68c\ub294 2025\ub144 12\uc6d4 2\uc77c\ubd80\ud130 7\uc77c\uae4c\uc9c0 \ubbf8\uad6d \uc0cc\ub514\uc5d0\uace0\uc5d0\uc11c \uac1c\ucd5c\ub418\uc5c8\uc73c\uba70, \uc778\uacf5 \uc9c0\ub2a5 \ubd84\uc57c\uc758 \ucd5c\uc2e0 \uc5f0\uad6c \ub3d9\ud5a5\uc744 \uc9c1\uc811 \ud655\uc778\ud560 \uc218 \uc788\ub294 \uc758\ubbf8 \uc788\ub294 \ud589\uc0ac\uc600\ub2e4. \ud2b9\ud788 \ubaa8\ub378 optimization \uc5f0\uad6c \ubc29\ud5a5\uc5d0 \uc9d1\uc911\ud558\uc5ec \ub2e4\uc591\ud55c \uc138\uc158\uc5d0 \ucc38\uc5ec\ud558\uc600\ub2e4. NeurIPS \ud559\ud68c \ud2b9\uc131\uc0c1 vision\uc744 \ub2e8\ub3c5\uc73c\ub85c \uc0ac\uc6a9\ud558\uc5ec \uc81c\uc548\ud55c \ub17c\ubb38\ub4e4\uc740 \ub9e4\uc6b0 \uc801\uc5c8\uace0, llm\uc744 \uae30\ubc18\uc73c\ub85c \uc5f0\uad6c\uac00 \ud65c\ubc1c\ud788 \ub17c\uc758\ub418\uc5c8\ub2e4. \ub354\ubd88\uc5b4 VLM \uae30\ubc18 \uc138\uc158\uc744… \ub354 \ubcf4\uae30 »The Thirty-Ninth Annual Conference on Neural Information Processing Systems (NeurIPS 2025) – \uc591\uc9c4\ucca0, Matti Zinke<\/span><\/a><\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"neve_meta_sidebar":"","neve_meta_container":"","neve_meta_enable_content_width":"off","neve_meta_content_width":70,"neve_meta_title_alignment":"","neve_meta_author_avatar":"","neve_post_elements_order":"","neve_meta_disable_header":"","neve_meta_disable_footer":"","neve_meta_disable_title":"","footnotes":""},"categories":[6,27],"tags":[],"class_list":["post-4890","post","type-post","status-publish","format-standard","hentry","category-board","category-conference"],"_links":{"self":[{"href":"https:\/\/vds.sogang.ac.kr\/index.php?rest_route=\/wp\/v2\/posts\/4890","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/vds.sogang.ac.kr\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/vds.sogang.ac.kr\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/vds.sogang.ac.kr\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/vds.sogang.ac.kr\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=4890"}],"version-history":[{"count":2,"href":"https:\/\/vds.sogang.ac.kr\/index.php?rest_route=\/wp\/v2\/posts\/4890\/revisions"}],"predecessor-version":[{"id":4894,"href":"https:\/\/vds.sogang.ac.kr\/index.php?rest_route=\/wp\/v2\/posts\/4890\/revisions\/4894"}],"wp:attachment":[{"href":"https:\/\/vds.sogang.ac.kr\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=4890"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/vds.sogang.ac.kr\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=4890"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/vds.sogang.ac.kr\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=4890"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}