Slide 17
Slide 17 text
ᶊReZero is All You Need: Fast Convergence at Large Depth.
ReZero͕͋ΕେৎɻେਂͰͷߴऩଋ
σΟʔϓωοτϫʔΫɺྖҬΛ͑ͯେ෯ͳੑೳ্ΛՄೳʹ͠·͕ͨ͠ɺଟ͘ͷ߹ɺফ
ࣦ/രൃతͳޯʹ·͞Ε͍ͯ·͢ɻ͜ΕಛʹτϥϯεϑΥʔϚʔΞʔΩςΫνϟʹͯ
·Γɺେنͳσʔληοτܭࢉ༧ࢉ͕ͳ͍ͱ12Λ͑Δਂ͞ͷֶश͕ࠔͰ͢ɻҰൠత
ʹɺඇޮͳ৴߸͕σΟʔϓωοτϫʔΫͷֶशΛ્͢Δ͜ͱ͕Θ͔͍ͬͯ·͢ɻτϥ
ϯεͰɺϚϧνϔουͷࣗݾҙ͕͜ͷѱ͍৴߸ͷओͳݪҼͱͳ͍ͬͯ·͢ɻਂ৴߸
Λଅਐ͢ΔͨΊʹɺզʑReZeroΛఏҊ͠·͢ɻ͜ΕΞʔΩςΫνϟΛ؆୯ʹมߋͨ͠
ͷͰɺϨΠϠʔ͝ͱʹ1ͭͷՃֶशύϥϝʔλΛ༻ͯ͠ɺҙͷϨΠϠʔΛಉҰੑϚο
ϓͱͯ͠ॳظԽ͢ΔͷͰ͢ɻզʑ͜ͷٕज़ΛݴޠϞσϦϯάʹద༻͠ɺ100Ҏ্ͷ
ReZero-τϥϯεϑΥʔϚʔωοτϫʔΫΛ؆୯ʹ܇࿅Ͱ͖Δ͜ͱΛൃݟ͠·ͨ͠ɻ12ͷτ
ϥϯεϑΥʔϚʔʹద༻͢Δͱɺenwiki8ͰReZero56%͘ऩଋ͠·͢ɻReZero
TransformerΛ͑ͯଞͷࠩωοτϫʔΫʹద༻͞Εɺਂ͍શʹଓ͞ΕͨωοτϫʔΫ
Ͱ1,500%͘ऩଋ͠ɺCIFAR 10Ͱ܇࿅͞ΕͨResNet-56Ͱ32%͘ऩଋ͠·͢ɻ
https://arxiv.org/abs/2003.04887v1