Learning Possible with Instance Encoding?) ֶशΞϧΰϦζϜɺੜ͞ΕͨϞσϧ͕ͦͷֶशηοτʹ͍ͭͯʢ͋·Γʹଟ͘ͷ͜ͱ Λʣ໌Β͔ʹ͠ͳ͍߹ʹϓϥΠϕʔτͰ͋Δͱ͞Ε͍ͯ·͢ɻInstaHide [Huang, Song, Li, Arora, ICML'20]ɺ௨ৗͷֶशऀ͕ॲཧ͢ΔલʹೖྗΛมߋ͢ΔΤϯίʔσΟϯάػߏʹΑͬ ͯϓϥΠόγʔΛอޢ͢Δ͜ͱΛओு͢Δ࠷ۙͷఏҊͰ͋Δɻ զʑɺූ߸Խ͞Εͨը૾Λ ར༻ͯ͠ɺݩͷը૾ͷࢹ֮తʹೝࣝՄೳͳόʔδϣϯΛ෮ݩ͢Δ͜ͱ͕Ͱ͖ΔInstaHide্ͷ࠶ ߏ߈ܸΛఏࣔ͢Δɻզʑͷ߈ܸޮՌత͔ͭޮతͰ͋ΓɺCIFAR-10ɺCIFAR-100ɺͦͯ͠ ࠷ۙϦϦʔε͞ΕͨInstaHideνϟϨϯδͰܦݧతʹInstaHideΛഁΔ͜ͱ͕Ͱ͖ͨɻ ͞Βʹɺ ΠϯελϯεΤϯίʔσΟϯάʹΑΔֶशʹؔ͢Δ༷ʑͳϓϥΠόγʔͷ֓೦ΛఆࣜԽ͠ɺ͜ ΕΒͷ֓೦Λ࣮ݱ͢ΔՄೳੑΛௐࠪ͢ΔɻΠϯελϯεූ߸ԽΛ༻ֶ͍ͨशϓϩτίϧΛ༻͍ ͯɺʢ۠ผෆՄೳੑʹجͮ͘ʣϓϥΠόγʔͷ֓೦Λୡ͢Δ͜ͱʹର͢ΔোนΛূ໌͢Δɻ http://arxiv.org/abs/2011.05315v1 Google / όʔΫϨʔେֶ΄͔ ˠϓϥΠόγʔอޢ͢ΔͨΊͷ*OTUB)JEF ݄ ͕݄ʹഁΕͯ͠·ͬͨɻ