ہॴอଘੑɾ૬ࣅม׵ରশੑΛຬͨ͢ػցֶशϞσϧ ʹΑΔ਺஋ྲྀମྗֶ ೥݄೔ ୈճֶश෺ཧྖҬηϛφʔʴୈճ%-"1 ງߐਖ਼৴ גࣜձࣾ3*$04 ࢀরղ ༧ଌ݁Ռ [Horie & Mitsume. ICML 2024]

ϝοηʔδ෺ཧݱ৅ͷੑ࣭Λຬͨ͢ػցֶशϞσϧ͸ॏཁ • ෺ཧݱ৅ͷੑ࣭ อଘੑɾରশੑͳͲ Λຬͨ͢ػցֶश͸൚Խੑೳ͕ߴ͍ • ਺஋ղੳख๏Λಋೖ͢Δ͜ͱͰ෺ཧݱ৅ͷੑ࣭Λݫີʹຬͨ͢ػցֶशϞσϧ͕ߏ੒Մೳ • อଘੑɾରশੑΛຬͨ͢ػցֶशϞσϧͰۭ࣌ؒ֎ૠ͕ՄೳͰ͋Δ͜ͱΛ࣮ূͨ͠ ࢀরղ ༧ଌ݁Ռ ମੵ෼཰ ࢀরղ .11%& 1&// ఏҊख๏ ಺ૠ ۭؒͷ ֎ૠ [Brandstetter et al. 2022] [Horie & Mitsume 2022] [Horie & Mitsume 2024] ྲྀ଎

໨࣍ • ݚڀͷ֓ཁ ࿨෼ /VNFSJDBMGMVY ʹରԠ͢Δ// ࣌ࠁU ࣌ࠁU϶U • ख๏ - ہॴอଘੑ༗ݶମੵ๏Λಋೖ - ૬ࣅม׵ରশੑ཭ࢄԽεέʔϧΛಋೖ • ਺஋࣮ݧۭ࣌ؒͷ֎ૠ • ·ͱΊ 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 '

໨࣍ • ݚڀͷ֓ཁ ࿨෼ /VNFSJDBMGMVY ʹରԠ͢Δ// ࣌ࠁU ࣌ࠁU϶U • ख๏ - ہॴอଘੑ༗ݶମੵ๏Λಋೖ - ૬ࣅม׵ରশੑ཭ࢄԽεέʔϧΛಋೖ • ਺஋࣮ݧۭ࣌ؒͷ֎ૠ • ·ͱΊ 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 '

ݚڀͷ֓ཁϞνϕʔγϣϯ • ෺ཧݱ৅ ภඍ෼ํఔࣜ ͷػցֶशʹΑͬͯ͞·͟·ͳޮՌ͕ظ଴Ͱ͖Δ

ݚڀͷ֓ཁϞνϕʔγϣϯ - ༧ଌͷߴ଎Խաڈͷ஌ݟΛ׆༻͠ߴ଎ʹ༧ଌ ػցֶशϞσϧ ʹΑΔ༧ଌ طଘͷ਺஋ղੳ • ෺ཧݱ৅ ภඍ෼ํఔࣜ ͷػցֶशʹΑͬͯ͞·͟·ͳޮՌ͕ظ଴Ͱ͖Δ

ݚڀͷ֓ཁϞνϕʔγϣϯ - ༧ଌͷߴ଎Խաڈͷ஌ݟΛ׆༻͠ߴ଎ʹ༧ଌ - ༧ଌͷߴਫ਼౓Խ࣮ݧɾ࣮ଌσʔλΛֶश͠਺஋ղੳΑΓ΋࣮ݱ৅ʹ͍ۙ༧ଌ ػցֶशϞσϧ ʹΑΔ༧ଌ طଘͷ਺஋ղੳ Pathak et al. arXiv, 2022 ػցֶशϞσϧ ʹΑΔ༧ଌ ࣮ଌ • ෺ཧݱ৅ ภඍ෼ํఔࣜ ͷػցֶशʹΑͬͯ͞·͟·ͳޮՌ͕ظ଴Ͱ͖Δ

ݚڀͷ֓ཁϞνϕʔγϣϯ ػցֶशϞσϧ ʹΑΔ༧ଌ طଘͷ਺஋ղੳ Pathak et al. arXiv, 2022 ػցֶशϞσϧ ʹΑΔ༧ଌ ࣮ଌ - ༧ଌͷߴ଎Խաڈͷ஌ݟΛ׆༻͠ߴ଎ʹ༧ଌ - ༧ଌͷߴਫ਼౓Խ࣮ݧɾ࣮ଌσʔλΛֶश͠਺஋ղੳΑΓ΋࣮ݱ৅ʹ͍ۙ༧ଌ - ٯ໰୊ɾ৽ͨͳ๏ଇͷൃݟֶशࡁΈϞσϧΛղੳ͢Δ͜ͱʹΑΓݱ৅ͷཧղΛଅਐ ిྲྀ ిѹ • ෺ཧݱ৅ ภඍ෼ํఔࣜ ͷػցֶशʹΑͬͯ͞·͟·ͳޮՌ͕ظ଴Ͱ͖Δ

ݚڀͷ֓ཁϞνϕʔγϣϯ ػցֶशϞσϧ ʹΑΔ༧ଌ طଘͷ਺஋ղੳ Pathak et al. arXiv, 2022 ػցֶशϞσϧ ʹΑΔ༧ଌ ࣮ଌ - ༧ଌͷߴ଎Խաڈͷ஌ݟΛ׆༻͠ߴ଎ʹ༧ଌ - ༧ଌͷߴਫ਼౓Խ࣮ݧɾ࣮ଌσʔλΛֶश͠਺஋ղੳΑΓ΋࣮ݱ৅ʹ͍ۙ༧ଌ - ٯ໰୊ɾ৽ͨͳ๏ଇͷൃݟֶशࡁΈϞσϧΛղੳ͢Δ͜ͱʹΑΓݱ৅ͷཧղΛଅਐ ఍߅ ిྲྀ ిѹ • ෺ཧݱ৅ ภඍ෼ํఔࣜ ͷػցֶशʹΑͬͯ͞·͟·ͳޮՌ͕ظ଴Ͱ͖Δ

ݚڀͷ֓ཁϞνϕʔγϣϯ ➡ ਺஋ղੳΛػցֶशͰߦ͏ߴ଎ɾߴਫ਼౓ɾ൚༻తͳOFVSBM P​ D​ &TPMWFSΛ࣮ݱ͍ͨ͠ - ༧ଌͷߴ଎Խաڈͷ஌ݟΛ׆༻͠ߴ଎ʹ༧ଌ - ༧ଌͷߴਫ਼౓Խ࣮ݧɾ࣮ଌσʔλΛֶश͠਺஋ղੳΑΓ΋࣮ݱ৅ʹ͍ۙ༧ଌ - ٯ໰୊ɾ৽ͨͳ๏ଇͷൃݟֶशࡁΈϞσϧΛղੳ͢Δ͜ͱʹΑΓݱ৅ͷཧղΛଅਐ ػցֶशϞσϧ ʹΑΔ༧ଌ طଘͷ਺஋ղੳ Pathak et al. arXiv, 2022 ػցֶशϞσϧ ʹΑΔ༧ଌ ࣮ଌ ఍߅ ిྲྀ ిѹ • ෺ཧݱ৅ ภඍ෼ํఔࣜ ͷػցֶशʹΑͬͯ͞·͟·ͳޮՌ͕ظ଴Ͱ͖Δ

ݚڀͷ֓ཁ/FVSBM1%&4PMWFSͷ՝୊ͱղܾํ਑ • ࣮༻తͳ਺஋ղੳσʔλ͸ػցֶशख๏ʹͱͬͯѻ͍ʹ͍͘ੑ࣭͕͋Δ

ݚڀͷ֓ཁ/FVSBM1%&4PMWFSͷ՝୊ͱղܾํ਑ ཁૉ਺ ཁૉ਺ - Մมࣗ༝౓ࣗ༝౓͕Մมͩͱݹయతͳػցֶशख๏Λͦͷ··ద༻͢Δ͜ͱ͕Ͱ͖ͳ͍ • ࣮༻తͳ਺஋ղੳσʔλ͸ػցֶशख๏ʹͱͬͯѻ͍ʹ͍͘ੑ࣭͕͋Δ

• ࣮༻తͳ਺஋ղੳσʔλ͸ػցֶशख๏ʹͱͬͯѻ͍ʹ͍͘ੑ࣭͕͋Δ ݚڀͷ֓ཁ/FVSBM1%&4PMWFSͷ՝୊ͱղܾํ਑ ཁૉ਺ ཁૉ਺ - Մมࣗ༝౓ࣗ༝౓͕Մมͩͱݹయతͳػցֶशख๏Λͦͷ··ద༻͢Δ͜ͱ͕Ͱ͖ͳ͍ ➡ ղੳྖҬͷܗঢ়ʹର͢Δ൚༻ੑ͕ඞཁ ղੳྖҬͷܗঢ়ʹର͢Δ൚༻ੑ

ݚڀͷ֓ཁ/FVSBM1%&4PMWFSͷ՝୊ͱղܾํ਑ ཁૉ਺ ཁૉ਺ - େࣗ༝౓ ສҎ্ ࣗ༝౓͕େ͖͍ͱऔΓ͏Δঢ়ଶ͕ଟ༷ʹͳΓֶश͕ࠔ೉ʹͳΔ • ը૾ೝࣝͷஶ໊ͳσʔληοτ$*'"3͸αϯϓϧ͋ͨΓ ࣗ༝౓ ➡ ղੳྖҬͷܗঢ়ʹର͢Δ൚༻ੑ͕ඞཁ • ࣮༻తͳ਺஋ղੳσʔλ͸ػցֶशख๏ʹͱͬͯѻ͍ʹ͍͘ੑ࣭͕͋Δ - Մมࣗ༝౓ࣗ༝౓͕Մมͩͱݹయతͳػցֶशख๏Λͦͷ··ద༻͢Δ͜ͱ͕Ͱ͖ͳ͍ ղੳྖҬͷܗঢ়ʹର͢Δ൚༻ੑ

ݚڀͷ֓ཁ/FVSBM1%&4PMWFSͷ՝୊ͱղܾํ਑ ཁૉ਺ ཁૉ਺ ରশੑΛߟྀ͢Δ ͜ͱʹΑΔ ࣗ༝౓ͷফڈ ➡ ෺ཧݱ৅ͷੑ࣭Λߟྀࣗ͠༝౓Λফڈ͢Δ͜ͱʹΑΔ൚༻ੑͷ޲্͕ඞཁ ෺ཧݱ৅ͷੑ࣭ • ࣮༻తͳ਺஋ղੳσʔλ͸ػցֶशख๏ʹͱͬͯѻ͍ʹ͍͘ੑ࣭͕͋Δ - େࣗ༝౓ ສҎ্ ࣗ༝౓͕େ͖͍ͱऔΓ͏Δঢ়ଶ͕ଟ༷ʹͳΓֶश͕ࠔ೉ʹͳΔ • ը૾ೝࣝͷஶ໊ͳσʔληοτ$*'"3͸αϯϓϧ͋ͨΓ ࣗ༝౓ ➡ ղੳྖҬͷܗঢ়ʹର͢Δ൚༻ੑ͕ඞཁ - Մมࣗ༝౓ࣗ༝౓͕Մมͩͱݹయతͳػցֶशख๏Λͦͷ··ద༻͢Δ͜ͱ͕Ͱ͖ͳ͍ ղੳྖҬͷܗঢ়ʹର͢Δ൚༻ੑ

ݚڀͷ֓ཁ/FVSBM1%&4PMWFSͷ՝୊ͱղܾํ਑ • ղੳྖҬͷܗঢ়ʹର͢Δ൚༻ੑ • ෺ཧݱ৅ͷੑ࣭

ݚڀͷ֓ཁ/FVSBM1%&4PMWFSͷ՝୊ͱղܾํ਑ - ೚ҙͷܗঢ়ʹద༻Ͱ͖Δ ػցֶशϞσϧΛ༻͍Δඞཁ͕͋Δ • ղੳྖҬͷܗঢ়ʹର͢Δ൚༻ੑ • (SBQIOFVSBMOFUXPSL (// Λ࢖͏ .FTTBHF ؔ਺ 6QEBUF ؔ਺ ࣮ݱํ๏ • ෺ཧݱ৅ͷੑ࣭

ݚڀͷ֓ཁ/FVSBM1%&4PMWFSͷ՝୊ͱղܾํ਑ • ղੳྖҬͷܗঢ়ʹର͢Δ൚༻ੑ - ೚ҙͷܗঢ়ʹద༻Ͱ͖Δ ػցֶशϞσϧΛ༻͍Δඞཁ͕͋Δ • ෺ཧݱ৅ͷੑ࣭ - ہॴอଘੑۙ๣ͱͷ෺ཧྔͷ ΍ΓͱΓ͸อଘ͢Δ

ݚڀͷ֓ཁ/FVSBM1%&4PMWFSͷ՝୊ͱղܾํ਑ • ղੳྖҬͷܗঢ়ʹର͢Δ൚༻ੑ - ೚ҙͷܗঢ়ʹద༻Ͱ͖Δ ػցֶशϞσϧΛ༻͍Δඞཁ͕͋Δ • ෺ཧݱ৅ͷੑ࣭ - ہॴอଘੑۙ๣ͱͷ෺ཧྔͷ ΍ΓͱΓ͸อଘ͢Δ

ݚڀͷ֓ཁ/FVSBM1%&4PMWFSͷ՝୊ͱղܾํ਑ - ೚ҙͷܗঢ়ʹద༻Ͱ͖Δ ػցֶशϞσϧΛ༻͍Δඞཁ͕͋Δ • ղੳྖҬͷܗঢ়ʹର͢Δ൚༻ੑ น ྲྀΕ ղੳྖҬ ղੳ݁Ռ ղੳ - ૬ࣅม׵܈ಉมੑ ಉҰͷ෺ཧݱ৅ΛҟͳΔ࠲ඪܥͰ ؍ଌ͢Δͱ૬ࣅม׵Λड͚Δ͕ ݱ৅ͷຊ࣭͸มԽ͠ͳ͍ • ෺ཧݱ৅ͷੑ࣭ - ہॴอଘੑۙ๣ͱͷ෺ཧྔͷ ΍ΓͱΓ͸อଘ͢Δ

ݚڀͷ֓ཁ/FVSBM1%&4PMWFSͷ՝୊ͱղܾํ਑ • ղੳྖҬͷܗঢ়ʹର͢Δ൚༻ੑ - ೚ҙͷܗঢ়ʹద༻Ͱ͖Δ ػցֶशϞσϧΛ༻͍Δඞཁ͕͋Δ น ྲྀΕ ղੳྖҬ ղੳ݁Ռ ղੳ ղੳ ૬ࣅม׵ - ૬ࣅม׵܈ಉมੑ ಉҰͷ෺ཧݱ৅ΛҟͳΔ࠲ඪܥͰ ؍ଌ͢Δͱ૬ࣅม׵Λड͚Δ͕ ݱ৅ͷຊ࣭͸มԽ͠ͳ͍ • ෺ཧݱ৅ͷੑ࣭ - ہॴอଘੑۙ๣ͱͷ෺ཧྔͷ ΍ΓͱΓ͸อଘ͢Δ

น ྲྀΕ ղੳྖҬ ղੳ݁Ռ ղੳ ղੳ ૬ࣅม׵ ݚڀͷ֓ཁ/FVSBM1%&4PMWFSͷ՝୊ͱղܾํ਑ 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(1, 1) 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(1, 0) • ղੳྖҬͷܗঢ়ʹର͢Δ൚༻ੑ - ೚ҙͷܗঢ়ʹద༻Ͱ͖Δ ػցֶशϞσϧΛ༻͍Δඞཁ͕͋Δ - ૬ࣅม׵܈ಉมੑ ಉҰͷ෺ཧݱ৅ΛҟͳΔ࠲ඪܥͰ ؍ଌ͢Δͱ૬ࣅม׵Λड͚Δ͕ ݱ৅ͷຊ࣭͸มԽ͠ͳ͍ • ෺ཧݱ৅ͷੑ࣭ - ہॴอଘੑۙ๣ͱͷ෺ཧྔͷ ΍ΓͱΓ͸อଘ͢Δ

ݚڀͷ֓ཁ/FVSBM1%&4PMWFSͷ՝୊ͱղܾํ਑ • ղੳྖҬͷܗঢ়ʹର͢Δ൚༻ੑ - ೚ҙͷܗঢ়ʹద༻Ͱ͖Δ ػցֶशϞσϧΛ༻͍Δඞཁ͕͋Δ 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 X X Y Y g· f f g· - ૬ࣅม׵܈ಉมੑ ಉҰͷ෺ཧݱ৅ΛҟͳΔ࠲ඪܥͰ ؍ଌ͢Δͱ૬ࣅม׵Λड͚Δ͕ ݱ৅ͷຊ࣭͸มԽ͠ͳ͍ • ෺ཧݱ৅ͷੑ࣭ - ہॴอଘੑۙ๣ͱͷ෺ཧྔͷ ΍ΓͱΓ͸อଘ͢Δ • ؔ਺f: X → Y͕܈Gͷ࡞༻ʹରͯ͠ GಉมʢGFRVJWBSJBOUʣͰ͋Δ GΛ܈ɺXɺYΛࠨGू߹ͱ͢Δ ఆٛ G-ಉมੑ

ݚڀͷ֓ཁ/FVSBM1%&4PMWFSͷ՝୊ͱղܾํ਑ • ղੳྖҬͷܗঢ়ʹର͢Δ൚༻ੑ - ೚ҙͷܗঢ়ʹద༻Ͱ͖Δ ػցֶशϞσϧΛ༻͍Δඞཁ͕͋Δ - ૬ࣅม׵܈ಉมੑ ಉҰͷ෺ཧݱ৅ΛҟͳΔ࠲ඪܥͰ ؍ଌ͢Δͱ૬ࣅม׵Λड͚Δ͕ ݱ৅ͷຊ࣭͸มԽ͠ͳ͍ • ෺ཧݱ৅ͷੑ࣭ - ہॴอଘੑۙ๣ͱͷ෺ཧྔͷ ΍ΓͱΓ͸อଘ͢Δ • ಉมੑ͸ػցֶशϞσϧͷ൚༻ੑΛߴΊΔ - ൚Խޡࠩ ະ஌ͷσʔλʹର͢Δޡࠩ ͷ TVQ͸܈࡞༻Ͱׂۭͬͨؒͷʮମੵʯʹ ൺྫ͍ͯ͠Δ ༗ݶ܈ͷ৔߹ [Sannai+, UAI, 2021] - ॏΈڞ༗ͱಉมੑ͸ີ઀ͳؔ܎͕͋Δ [Ravanbakhsh+, ICML, 2017] ࣗ໌܈ ८ճ܈ ஔ׵܈ Sannai+, UAI, 2021

ݚڀͷ֓ཁ/FVSBM1%&4PMWFSͷ՝୊ͱղܾํ਑ • ղੳྖҬͷܗঢ়ʹର͢Δ൚༻ੑ - ೚ҙͷܗঢ়ʹద༻Ͱ͖Δ ػցֶशϞσϧΛ༻͍Δඞཁ͕͋Δ - ૬ࣅม׵܈ಉมੑ ಉҰͷ෺ཧݱ৅ΛҟͳΔ࠲ඪܥͰ ؍ଌ͢Δͱ૬ࣅม׵Λड͚Δ͕ ݱ৅ͷຊ࣭͸มԽ͠ͳ͍ • ෺ཧݱ৅ͷੑ࣭ - ہॴอଘੑۙ๣ͱͷ෺ཧྔͷ ΍ΓͱΓ͸อଘ͢Δ • ʮಉมੑɹɹอଘੑʯ - /PFUIFSͷఆཧ͸࡞༻ੵ෼ͷఀཹ఺Ͱ ੒ཱ͢Δ͕ػցֶशϞσϧͷ༧ଌ͸ Ұൠʹ࡞༻ۃখΛอূ͠ͳ͍ ‣ ࣭఺ͷӡಈྔΛθϩʹ͢Δૢ࡞͸ ฏߦҠಈಉม͕ͩӡಈྔΛอଘ͠ͳ͍ - -JF܈ಉมੑ͕͋ΔػցֶशϞσϧΛ .4&ޡࠩؔ਺Ͱֶशͤ͞ϊΠζʹରͯ͠ ݎ࿚ੑΛຬͨ͢ αϯϓϧΛม਺ͱͨ͠ &VMFSr-BHSBOHFํఔࣜΛຬͨ͢ ͱ͖ อଘଇ͕੒ཱ͢Δ[Dehmamy+, NeurIPS, 2021]

ݚڀͷ֓ཁ/FVSBM1%&4PMWFSͷ՝୊ͱղܾํ਑ • ղੳྖҬͷܗঢ়ʹର͢Δ൚༻ੑ - ೚ҙͷܗঢ়ʹద༻Ͱ͖Δ ػցֶशϞσϧΛ༻͍Δඞཁ͕͋Δ • (SBQIOFVSBMOFUXPSL (// Λ࢖͏ .FTTBHF ؔ਺ 6QEBUF ؔ਺ ࣮ݱํ๏ - ૬ࣅม׵܈ಉมੑ ಉҰͷ෺ཧݱ৅ΛҟͳΔ࠲ඪܥͰ ؍ଌ͢Δͱ૬ࣅม׵Λड͚Δ͕ ݱ৅ͷຊ࣭͸มԽ͠ͳ͍ • ෺ཧݱ৅ͷੑ࣭ - ہॴอଘੑۙ๣ͱͷ෺ཧྔͷ ΍ΓͱΓ͸อଘ͢Δ • อଘੑɾಉมੑͷ͋ΔϞσϧΛ࢖͏

ݚڀͷ֓ཁطଘख๏ͱͷൺֱ • 1*// 1IZTJDT*OGPSNFE/FVSBM/FUXPSL [Raissi et al. 2019]͸ MPTTؔ਺ʹํఔࣜͷ৘ใΛՃ͑෺ཧݱ৅ͷੑ࣭Λߟྀ Raissi et al. 2019 Karniadakis et al. 2021 ࣌ࠁ ۭؒ

• 1*//͸ۭؒͷ֎ૠʹ՝୊͕͋Δ[Bonfanti et al. 2023] ۭؒͷ಺ૠ ۭؒͷ֎ૠ Bonfanti et al. 2023 ༧ଌ ࢀরղ Raissi et al. 2019 Karniadakis et al. 2021 ࣌ࠁ ۭؒ • 1*// 1IZTJDT*OGPSNFE/FVSBM/FUXPSL [Raissi et al. 2019]͸ MPTTؔ਺ʹํఔࣜͷ৘ใΛՃ͑෺ཧݱ৅ͷੑ࣭Λߟྀ ݚڀͷ֓ཁطଘख๏ͱͷൺֱ

- 1*//͸ۭؒ࠲ඪx΍࣌ࠁt ͷઈରతͳ஋Λ௚઀ͷೖྗͱͯ͠ղͦͷ΋ͷΛֶश͢ΔͨΊ - 1*//͸ʮιϑτͳʯ੍໿ͷΈΛ࣋ͭͨΊະ஌ͷೖྗʹର͢Δ৴པੑ͕อূ͠ʹ͍͘ ۭؒͷ಺ૠ ۭؒͷ֎ૠ Bonfanti et al. 2023 ༧ଌ ࢀরղ Raissi et al. 2019 Karniadakis et al. 2021 ࣌ࠁ ۭؒ • 1*//͸ۭؒͷ֎ૠʹ՝୊͕͋Δ[Bonfanti et al. 2023] • 1*// 1IZTJDT*OGPSNFE/FVSBM/FUXPSL [Raissi et al. 2019]͸ MPTTؔ਺ʹํఔࣜͷ৘ใΛՃ͑෺ཧݱ৅ͷੑ࣭Λߟྀ ݚڀͷ֓ཁطଘख๏ͱͷൺֱ

• 1*//͸ۭؒͷ֎ૠʹ՝୊͕͋Δ[Bonfanti et al. 2023] ࢀরղ ༧ଌ Թ౓ ֶशσʔλ • ػցֶशϞσϧʹ෺ཧݱ৅༝དྷͷʮϋʔυͳʯ੍໿ ରশੑΛݫີʹຬͨ͢ఆࣜԽ Λ ಋೖ͢Δͱ೤ղੳʹ͓͍ͯ͸ۭؒͷ֎ૠੑೳ͕޲্͢Δ[Horie et al. ICLR 2021] - 1*//͸ۭؒ࠲ඪx΍࣌ࠁt ͷઈରతͳ஋Λ௚઀ͷೖྗͱͯ͠ղͦͷ΋ͷΛֶश͢ΔͨΊ - 1*//͸ʮιϑτͳʯ੍໿ͷΈΛ࣋ͭͨΊະ஌ͷೖྗʹର͢Δ৴པੑ͕อূ͠ʹ͍͘ ۭؒͷ಺ૠ ۭؒͷ֎ૠ Bonfanti et al. 2023 ༧ଌ ࢀরղ ۭؒͷ֎ૠ ݚڀͷ֓ཁطଘख๏ͱͷൺֱ

ۭؒͷ಺ૠ ۭؒͷ֎ૠ Bonfanti et al. 2023 ༧ଌ ࢀরղ • 'MVY(//อଘੑΛରশੑΛ୲อ͢Δ͜ͱͰۭؒํ޲ͷ֎ૠ͕࣮ݱ[Horie & Mitsume. ICML. 2024] - ͔͠͠ෳࡶͳྲྀମݱ৅ʹରͯ͠͸ۭؒͷ֎ૠੑೳ͕୲อͰ͖͍ͯͳ͔ͬͨ ࢀরղ ༧ଌ Թ౓ ֶशσʔλ ۭؒͷ֎ૠ • ػցֶशϞσϧʹ෺ཧݱ৅༝དྷͷʮϋʔυͳʯ੍໿ ରশੑΛݫີʹຬͨ͢ఆࣜԽ Λ ಋೖ͢Δͱ೤ղੳʹ͓͍ͯ͸ۭؒͷ֎ૠੑೳ͕޲্͢Δ[Horie et al. ICLR 2021] ݚڀͷ֓ཁطଘख๏ͱͷൺֱ

• ہॴอଘੑɺ૬ࣅม׵ରশੑΛݫີʹຬͨ͢ػցֶशϞσϧ͕࣮ݱ[Horie & Mitsume. ICML. 2024] ݚڀͷ֓ཁ·ͱΊ ࿨෼ /VNFSJDBMGMVY ʹରԠ͢Δ// ࣌ࠁU ࣌ࠁU϶U • ہॴอଘੑ ༗ݶମੵ๏Λಋೖ

ݚڀͷ֓ཁ·ͱΊ ࿨෼ /VNFSJDBMGMVY ʹରԠ͢Δ// ࣌ࠁU ࣌ࠁU϶U • ہॴอଘੑ ༗ݶମੵ๏Λಋೖ • ૬ࣅม׵ରশੑ ཭ࢄԽεέʔϧΛಋೖ 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 ' • ہॴอଘੑɺ૬ࣅม׵ରশੑΛݫີʹຬͨ͢ػցֶशϞσϧ͕࣮ݱ[Horie & Mitsume. ICML. 2024]

ݚڀͷ֓ཁ·ͱΊ • ہॴอଘੑ ༗ݶମੵ๏Λಋೖ ࿨෼ /VNFSJDBMGMVY ʹରԠ͢Δ// ࣌ࠁU ࣌ࠁU϶U • ૬ࣅม׵ରশੑ ཭ࢄԽεέʔϧΛಋೖ • ਺஋࣮ݧ ۭؒͷ֎ૠ 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 ' • ہॴอଘੑɺ૬ࣅม׵ରশੑΛݫີʹຬͨ͢ػցֶशϞσϧ͕࣮ݱ[Horie & Mitsume. ICML. 2024]

໨࣍ • ݚڀͷ֓ཁ ࿨෼ /VNFSJDBMGMVY ʹରԠ͢Δ// ࣌ࠁU ࣌ࠁU϶U • ख๏ - ہॴอଘੑ༗ݶମੵ๏Λಋೖ - ૬ࣅม׵ରশੑ཭ࢄԽεέʔϧΛಋೖ • ਺஋࣮ݧۭ࣌ؒͷ֎ૠ • ·ͱΊ 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8nJpA3byimhlKIHe5smk9FP1QGo6z0ssUIX/KLxngx9ePVNv7+i/FZll5i1UUeD+C/322LMRJAlrYx+IPve2MQFiyGfqv0eMd0jVW2yqCjZOWWv1Cmk+i3TO1EVxLGFduxe5F+ag3M3j+7iAMPY3Oq8g52WaqIf3i3rww8tFD5lnoLjNPk7Odb9XfVyhmKKH0VoY/DCKs4l87IZO4as/hMBdHvoqWC4Bz1rhR+DFmZflTUEv4WHD25nmQi1PrgrAYOrt4mffDH4jvHGe32+sOo9zzgp1Oufl71DjZaQHgL9H6+rqaw3VOWka4lW/S61WbKb/f6LFFQrqSr3hl4Ac+WOMsySfj0vw7z9+s7bZ/TOl5YubVxubv994ff792h+2mz9h+sXKP6/8y8q3K5sr/7byh5XDleHK9Uqw8mnlf1b+d+X/Xq+9Pno9fH1hmv70J02ff1pxfl6//xPZHrS4 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8nJpA3byimhlKIHe5smk9FP1QGo6z0ssUIX/KLxngx9ePVNv7+i/FZll5i1UUeD+C/322LMRJAlrYx+IPve2MQFiyGfqv0eMd0jVW2yqCjZOWWv1Cmk+i3TO1EVxLGFduxe5F+ag3M3j+7iAMPY3Oq8g52WaqIf3i3rww8tFD5lnoLjNPk7Odb9XfVyhmKKH0VoY/DCKs4l87IZO4as/hMBdHvoqWC4Bz1rhR+DFmZflTUEv4WHD25nmQi1PrgrAYOrt4mffDH4jvHGe32+sOo9zzgp1Oufl71DjZaQHgL9H6+rqaw3VOWka4lW/S61WbKb/f6LFFQrqSr3hl4Ac+WOMsySfj0vw7z9+s7bZ/TOl5YubVxubv994ff792h+2mz9h+sXKP6/8y8q3K5sr/7byh5XDleHK9Uqw8mnlf1b+d+X/Xq+9Pno9fH1hmv70J02ff1pxfl6//xPZHrS4 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ΛػցֶशϞσϧԽ 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ہॴอଘੑ༗ݶମੵ๏ '7. ΛػցֶशϞσϧԽ 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ΛػցֶशϞσϧԽ 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ہॴอଘੑ༗ݶମੵ๏ '7. ΛػցֶशϞσϧԽ 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 @ @t Z VP dV u = I @VP dSn · F (u) อଘܗࣜ ηϧiͱηϧjΛ ִͯΔ໘(i, j)ͷ໘ੵ ໘(i, j) = (j, i) ͷΈʹண໨ ηϧɾ໘த৺ͷ஋Ͱ୅දͤͯ͞཭ࢄԽ • '7.͸อଘܗࣜ Ҡྲྀ֦ࢄ΍/4ํఔࣜͷҰൠԽ Λ཭ࢄԽ͢Δ͜ͱʹΑΓಘΒΕΔ

ہॴอଘੑ༗ݶମੵ๏ '7. ΛػցֶशϞσϧԽ ηϧiͱηϧjΛ ִͯΔ໘(i, j)ͷ໘ੵ ໘(i, j) = (j, i) ͷΈʹண໨ • '7.͸อଘܗࣜ Ҡྲྀ֦ࢄ΍/4ํఔࣜͷҰൠԽ Λ཭ࢄԽ͢Δ͜ͱʹΑΓಘΒΕΔ

ہॴอଘੑ༗ݶମੵ๏ '7. ΛػցֶशϞσϧԽ ˠ໘(i, j)Λ௨ͨ͠෺ཧྔͷ΍ΓऔΓ͸อଘ͞ΕΔ ہॴอଘੑ ηϧiͱηϧjΛ ִͯΔ໘(i, j)ͷ໘ੵ ໘(i, j) = (j, i) ͷΈʹண໨ • '7.͸อଘܗࣜ Ҡྲྀ֦ࢄ΍/4ํఔࣜͷҰൠԽ Λ཭ࢄԽ͢Δ͜ͱʹΑΓಘΒΕΔ

ہॴอଘੑ༗ݶମੵ๏ '7. ΛػցֶशϞσϧԽ /VNFSJDBMGMVYFΛػցֶशϞσϧԽ ηϧiͱηϧjΛ ִͯΔ໘(i, j)ͷ໘ੵ • '7.͸อଘܗࣜ Ҡྲྀ֦ࢄ΍/4ํఔࣜͷҰൠԽ Λ཭ࢄԽ͢Δ͜ͱʹΑΓಘΒΕΔ

ہॴอଘੑ༗ݶମੵ๏ '7. ΛػցֶशϞσϧԽ /VNFSJDBMGMVYFΛػցֶशϞσϧԽ ηϧiͱηϧjΛ ִͯΔ໘(i, j)ͷ໘ੵ ֶशՄೳύϥϝʔλΛ࣋ͭؔ਺ • '7.͸อଘܗࣜ Ҡྲྀ֦ࢄ΍/4ํఔࣜͷҰൠԽ Λ཭ࢄԽ͢Δ͜ͱʹΑΓಘΒΕΔ

ہॴอଘੑ༗ݶମੵ๏ '7. ΛػցֶशϞσϧԽ /VNFSJDBMGMVYFΛػցֶशϞσϧԽ ͕ඞཁ • ہॴอଘੑɹɹɹɹɹɹɹɹɹΛຬͨ͢ʹ͸ ηϧiͱηϧjΛ ִͯΔ໘(i, j)ͷ໘ੵ ֶशՄೳύϥϝʔλΛ࣋ͭؔ਺ • '7.͸อଘܗࣜ Ҡྲྀ֦ࢄ΍/4ํఔࣜͷҰൠԽ Λ཭ࢄԽ͢Δ͜ͱʹΑΓಘΒΕΔ

ہॴอଘੑ༗ݶମੵ๏ '7. ΛػցֶशϞσϧԽ /VNFSJDBMGMVYFΛػցֶशϞσϧԽ ͕ඞཁ • ہॴอଘੑɹɹɹɹɹɹɹɹɹΛຬͨ͢ʹ͸ • ஔ׵ෆมͳػցֶशϞσϧͷඞཁे෼৚݅Ͱ͋Δ%FFQ4FU[Zaheer+ 2017]Λ࢖༻ ηϧiͱηϧjΛ ִͯΔ໘(i, j)ͷ໘ੵ ֶशՄೳύϥϝʔλΛ࣋ͭؔ਺ • '7.͸อଘܗࣜ Ҡྲྀ֦ࢄ΍/4ํఔࣜͷҰൠԽ Λ཭ࢄԽ͢Δ͜ͱʹΑΓಘΒΕΔ

ہॴอଘੑ༗ݶମੵ๏ '7. ΛػցֶशϞσϧԽ /VNFSJDBMGMVYFΛػցֶशϞσϧԽ • ఏҊख๏͸ඍ෼ɾิؒεΩʔϜͷ ඇઢܗҰൠԽͱΈͳͤΔ ηϧiͱηϧjΛ ִͯΔ໘(i, j)ͷ໘ੵ ֶशՄೳύϥϝʔλΛ࣋ͭؔ਺ • '7.͸อଘܗࣜ Ҡྲྀ֦ࢄ΍/4ํఔࣜͷҰൠԽ Λ཭ࢄԽ͢Δ͜ͱʹΑΓಘΒΕΔ - $G(PEVOPWͷఆཧ ʮઢܗͳ୯ௐεΩʔϜ͸ߴʑ࣍ਫ਼౓ʯ

ہॴอଘੑάϥϑχϡʔϥϧωοτϫʔΫͱͷྨࣅੑ ࣌ࠁU ࣌ࠁU϶U (// • άϥϑχϡʔϥϧωοτϫʔΫ (// ͸೚ҙͷάϥϑ ϝογϡ ʹద༻Մೳ

ہॴอଘੑάϥϑχϡʔϥϧωοτϫʔΫͱͷྨࣅੑ ࣌ࠁU ࣌ࠁU϶U &ODPEFS (// ߴ࣍ݩԽ͞Εͨ෺ཧྔ • άϥϑχϡʔϥϧωοτϫʔΫ (// ͸೚ҙͷάϥϑ ϝογϡ ʹద༻Մೳ

ہॴอଘੑάϥϑχϡʔϥϧωοτϫʔΫͱͷྨࣅੑ ࣌ࠁU ࣌ࠁU϶U &ODPEFS .FTTBHF ؔ਺ 6QEBUF ؔ਺ (// ߴ࣍ݩԽ͞Εͨ෺ཧྔ • άϥϑχϡʔϥϧωοτϫʔΫ (// ͸೚ҙͷάϥϑ ϝογϡ ʹద༻Մೳ

ہॴอଘੑάϥϑχϡʔϥϧωοτϫʔΫͱͷྨࣅੑ ࣌ࠁU ࣌ࠁU϶U &ODPEFS .FTTBHF ؔ਺ 6QEBUF ؔ਺ (// %FDPEFS ߴ࣍ݩԽ͞Εͨ෺ཧྔ • άϥϑχϡʔϥϧωοτϫʔΫ (// ͸೚ҙͷάϥϑ ϝογϡ ʹద༻Մೳ

ہॴอଘੑάϥϑχϡʔϥϧωοτϫʔΫͱͷྨࣅੑ ࣌ࠁU ࣌ࠁU϶U &ODPEFS .FTTBHF ؔ਺ 6QEBUF ؔ਺ (// %FDPEFS • άϥϑχϡʔϥϧωοτϫʔΫ (// ͸೚ҙͷάϥϑ ϝογϡ ʹద༻Մೳ

ہॴอଘੑάϥϑχϡʔϥϧωοτϫʔΫͱͷྨࣅੑ ࣌ࠁU ࣌ࠁU϶U &ODPEFS .FTTBHF ؔ਺ 6QEBUF ؔ਺ (// %FDPEFS • άϥϑχϡʔϥϧωοτϫʔΫ (// ͸೚ҙͷάϥϑ ϝογϡ ʹద༻Մೳ

ہॴอଘੑάϥϑχϡʔϥϧωοτϫʔΫͱͷྨࣅੑ ࣌ࠁU ࣌ࠁU϶U &ODPEFS .FTTBHF ؔ਺ 6QEBUF ؔ਺ (// %FDPEFS ఏҊ ख๏ • άϥϑχϡʔϥϧωοτϫʔΫ (// ͸೚ҙͷάϥϑ ϝογϡ ʹద༻Մೳ • ఏҊख๏͸(//ͷಛघͳྫͰ͋ΔͨΊɺ೚ҙͷϝογϡʹద༻Մೳ

ہॴอଘੑάϥϑχϡʔϥϧωοτϫʔΫͱͷྨࣅੑ ࣌ࠁU ࣌ࠁU϶U &ODPEFS .FTTBHF ؔ਺ 6QEBUF ؔ਺ (// %FDPEFS ఏҊ ख๏ • άϥϑχϡʔϥϧωοτϫʔΫ (// ͸೚ҙͷάϥϑ ϝογϡ ʹద༻Մೳ • ఏҊख๏͸(//ͷಛघͳྫͰ͋ΔͨΊɺ೚ҙͷϝογϡʹద༻Մೳ

ہॴอଘੑάϥϑχϡʔϥϧωοτϫʔΫͱͷྨࣅੑ ࣌ࠁU ࣌ࠁU϶U &ODPEFS .FTTBHF ؔ਺ 6QEBUF ؔ਺ (// %FDPEFS • ہॴอଘੑͷͨΊͷΤϯίʔμɾσίʔμɾVQEBUFؔ਺ʹ͍ͭͯͷ੍໿Λ਺ֶతʹಋग़ ఏҊ ख๏ ઢܗFODPEFS ઢܗ ߃౳ VQEBUF ؔ਺ &ODPEFSͷ ࠨٯࣸ૾ • άϥϑχϡʔϥϧωοτϫʔΫ (// ͸೚ҙͷάϥϑ ϝογϡ ʹద༻Մೳ • ఏҊख๏͸(//ͷಛघͳྫͰ͋ΔͨΊɺ೚ҙͷϝογϡʹద༻Մೳ

ہॴอଘੑάϥϑχϡʔϥϧωοτϫʔΫͱͷྨࣅੑ ఏҊ ख๏ ఆٛ(// NFTTBHFQBTTJOHOFVSBMOFUXPSL [Gilmer et al. ICML. 2017] .FTTBHF ؔ਺ ઢܗ ߃౳ VQEBUF ؔ਺ &ODPEFSͷ ࠨٯࣸ૾ ઢܗFODPEFS

ఆཧ(//ͷอଘੑ[Horie & Mitsume. ICML. 2024] (//͕อଘతͱͳΔඞཁे෼৚݅͸ҎԼ ɾɹɹɹɹɹɹɹɹɹɹɹɹɹɹɹ͔ͭ ɾ6QEBUFؔ਺͕߃౳ࣸ૾͔ͭ ɾ&ODPEFS͕ઢܗ͔ͭ ɾ%FDPEFS͕FODPEFSͷࠨٯࣸ૾ ہॴอଘੑάϥϑχϡʔϥϧωοτϫʔΫͱͷྨࣅੑ ఏҊ ख๏ ఆٛ(// NFTTBHFQBTTJOHOFVSBMOFUXPSL [Gilmer et al. ICML. 2017] .FTTBHF ؔ਺ ઢܗ ߃౳ VQEBUF ؔ਺ &ODPEFSͷ ࠨٯࣸ૾ ઢܗFODPEFS

ہॴอଘੑάϥϑχϡʔϥϧωοτϫʔΫͱͷྨࣅੑ ఏҊ ख๏ .FTTBHF ؔ਺ ઢܗ ߃౳ VQEBUF ؔ਺ &ODPEFSͷ ࠨٯࣸ૾ ઢܗFODPEFS • ఏҊख๏Ͱ͸ଞͷ(//ϕʔεͷख๏ͱಉ༷ ೖྗ෺ཧྔΛߴ࣍ݩԽ͠ॲཧ͢Δ - ߴ࣍ݩԽ͢Δ͜ͱʹΑΓػցֶशϞσϧͷ දݱྗ͕ߴ·Δ DGVOJWFSTBMBQQSPYJNBUJPO - ߴ࣍ͷجఈͰ෺ཧྔΛల։͍ͯ͠Δ͜ͱʹରԠ ௿࣍ݩۭؒ ೖྗ ߴ࣍ݩԽ͞Εͨ෺ཧྔ

ہॴอଘੑάϥϑχϡʔϥϧωοτϫʔΫͱͷྨࣅੑ ఏҊ ख๏ .FTTBHF ؔ਺ ઢܗ ߃౳ VQEBUF ؔ਺ &ODPEFSͷ ࠨٯࣸ૾ ઢܗFODPEFS • ఏҊख๏Ͱ͸ଞͷ(//ϕʔεͷख๏ͱಉ༷ ೖྗ෺ཧྔΛߴ࣍ݩԽ͠ॲཧ͢Δ - ߴ࣍ݩԽ͢Δ͜ͱʹΑΓػցֶशϞσϧͷ දݱྗ͕ߴ·Δ DGVOJWFSTBMBQQSPYJNBUJPO - ߴ࣍ͷجఈͰ෺ཧྔΛల։͍ͯ͠Δ͜ͱʹରԠ ௿࣍ݩۭؒ ೖྗ ߴ࣍ݩԽ ߴ࣍ݩۭؒ ߴ࣍ݩԽ͞Εͨ෺ཧྔ

໨࣍ • ݚڀͷ֓ཁ ࿨෼ /VNFSJDBMGMVY ʹରԠ͢Δ// ࣌ࠁU ࣌ࠁU϶U 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 ' • ख๏ - ہॴอଘੑ༗ݶମੵ๏Λಋೖ - ૬ࣅม׵ରশੑ཭ࢄԽεέʔϧΛಋೖ • ਺஋࣮ݧۭ࣌ؒͷ֎ૠ • ·ͱΊ

໨࣍ • ݚڀͷ֓ཁ ࿨෼ /VNFSJDBMGMVY ʹରԠ͢Δ// ࣌ࠁU ࣌ࠁU϶U 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8nJpA3byimhlKIHe5smk9FP1QGo6z0ssUIX/KLxngx9ePVNv7+i/FZll5i1UUeD+C/322LMRJAlrYx+IPve2MQFiyGfqv0eMd0jVW2yqCjZOWWv1Cmk+i3TO1EVxLGFduxe5F+ag3M3j+7iAMPY3Oq8g52WaqIf3i3rww8tFD5lnoLjNPk7Odb9XfVyhmKKH0VoY/DCKs4l87IZO4as/hMBdHvoqWC4Bz1rhR+DFmZflTUEv4WHD25nmQi1PrgrAYOrt4mffDH4jvHGe32+sOo9zzgp1Oufl71DjZaQHgL9H6+rqaw3VOWka4lW/S61WbKb/f6LFFQrqSr3hl4Ac+WOMsySfj0vw7z9+s7bZ/TOl5YubVxubv994ff792h+2mz9h+sXKP6/8y8q3K5sr/7byh5XDleHK9Uqw8mnlf1b+d+X/Xq+9Pno9fH1hmv70J02ff1pxfl6//xPZHrS4 ' • ख๏ - ہॴอଘੑ༗ݶମੵ๏Λಋೖ - ૬ࣅม׵ରশੑ཭ࢄԽεέʔϧΛಋೖ • ਺஋࣮ݧۭ࣌ؒͷ֎ૠ • ·ͱΊ

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 ' ෺ཧతʹಉ͡ • ෺ཧݱ৅ʹ͸૬ࣅม׵ ฏߦҠಈɾճసɾڸөɾ֦େॖখ ͷରশੑ͕͋Δ DG3FZOPMET૬ࣅଇɺ୯Ґܥͷม׵

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8nJpA3byimhlKIHe5smk9FP1QGo6z0ssUIX/KLxngx9ePVNv7+i/FZll5i1UUeD+C/322LMRJAlrYx+IPve2MQFiyGfqv0eMd0jVW2yqCjZOWWv1Cmk+i3TO1EVxLGFduxe5F+ag3M3j+7iAMPY3Oq8g52WaqIf3i3rww8tFD5lnoLjNPk7Odb9XfVyhmKKH0VoY/DCKs4l87IZO4as/hMBdHvoqWC4Bz1rhR+DFmZflTUEv4WHD25nmQi1PrgrAYOrt4mffDH4jvHGe32+sOo9zzgp1Oufl71DjZaQHgL9H6+rqaw3VOWka4lW/S61WbKb/f6LFFQrqSr3hl4Ac+WOMsySfj0vw7z9+s7bZ/TOl5YubVxubv994ff792h+2mz9h+sXKP6/8y8q3K5sr/7byh5XDleHK9Uqw8mnlf1b+d+X/Xq+9Pno9fH1hmv70J02ff1pxfl6//xPZHrS4 ' • ௨ৗͷػցֶशϞσϧͰ͸૬ࣅม׵ͷ΋ͱͰ෺ཧྔ͕֎ૠʹͳΓਫ਼౓͕௿Լ͢Δ ෺ཧతʹಉ͡ • ෺ཧݱ৅ʹ͸૬ࣅม׵ ฏߦҠಈɾճసɾڸөɾ֦େॖখ ͷରশੑ͕͋Δ DG3FZOPMET૬ࣅଇɺ୯Ґܥͷม׵

૬ࣅม׵ରশੑϞνϕʔγϣϯ • ෺ཧݱ৅ʹ͸૬ࣅม׵ ฏߦҠಈɾճసɾڸөɾ֦େॖখ ͷରশੑ͕͋Δ DG3FZOPMET૬ࣅଇɺ୯Ґܥͷม׵ 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 ' • ௨ৗͷػցֶशϞσϧͰ͸૬ࣅม׵ͷ΋ͱͰ෺ཧྔ͕֎ૠʹͳΓਫ਼౓͕௿Լ͢Δ ෺ཧతʹಉ͡ ˠ૬ࣅม׵ͷରশੑΛػցֶशϞσϧʹಋೖ͢Δඞཁ͕͋Δ

૬ࣅม׵ରশੑख๏ۭ࣌ؒ཭ࢄԽεέʔϧΛಋೖ ఏҊख๏ • ఏҊख๏Ͱඇઢܗ//Λ༻͍Δͷ͸FML ͷΈͳͷͰͦΕ͚ͩΛߟ͑Ε͹े෼

૬ࣅม׵ରশੑख๏ۭ࣌ؒ཭ࢄԽεέʔϧΛಋೖ • //ʹೖྗ͢Δ෺ཧྔ͸ϊϧϜΛͱΓۭ࣌ؒ཭ࢄԽεέʔϧͰہॴతʹن֨Խ ఏҊख๏ • ఏҊख๏Ͱඇઢܗ//Λ༻͍Δͷ͸FML ͷΈͳͷͰͦΕ͚ͩΛߟ͑Ε͹े෼ ྲྀ଎

૬ࣅม׵ରশੑख๏ۭ࣌ؒ཭ࢄԽεέʔϧΛಋೖ • //ʹೖྗ͢Δ෺ཧྔ͸ϊϧϜΛͱΓۭ࣌ؒ཭ࢄԽεέʔϧͰہॴతʹن֨Խ ఏҊख๏ • ఏҊख๏Ͱඇઢܗ//Λ༻͍Δͷ͸FML ͷΈͳͷͰͦΕ͚ͩΛߟ͑Ε͹े෼ ૬ࣅม׵ʹରͯ͠ෆม ૬ࣅม׵ʹରͯ͠ಉม ςϯιϧͷ࠲ඪม׵ଇΛຬͨ͢ ྲྀ଎

૬ࣅม׵ରশੑख๏ۭ࣌ؒ཭ࢄԽεέʔϧΛಋೖ • //ʹೖྗ͢Δ෺ཧྔ͸ϊϧϜΛͱΓۭ࣌ؒ཭ࢄԽεέʔϧͰہॴతʹن֨Խ ఏҊख๏ • ఏҊख๏Ͱඇઢܗ//Λ༻͍Δͷ͸FML ͷΈͳͷͰͦΕ͚ͩΛߟ͑Ε͹े෼ ͜ͷΑ͏ͳϞσϧ͸ O(n)ಉมࣸ૾શମʹ ରͯ͠VOJWFSTBM DGHuang+ ICLR 2022 ྲྀ଎ ૬ࣅม׵ʹରͯ͠ෆม ૬ࣅม׵ʹରͯ͠ಉม ςϯιϧͷ࠲ඪม׵ଇΛຬͨ͢

૬ࣅม׵ରশੑख๏ۭ࣌ؒ཭ࢄԽεέʔϧΛಋೖ • //ʹೖྗ͢Δ෺ཧྔ͸ϊϧϜΛͱΓۭ࣌ؒ཭ࢄԽεέʔϧͰہॴతʹن֨Խ ➡ྲྀ଎ͷ৔߹ɺ//΁ͷ௚઀ͷೖྗ͸$PVSBOU਺ͱͳΓ FML ͸OVNFSJDBMGMVYΛܭࢉ͢Δࡍͷ҆ఆԽख๏Λֶश͍ͯ͠ΔͱղऍͰ͖Δ ఏҊख๏ • ఏҊख๏Ͱඇઢܗ//Λ༻͍Δͷ͸FML ͷΈͳͷͰͦΕ͚ͩΛߟ͑Ε͹े෼ ͜ͷΑ͏ͳϞσϧ͸ O(n)ಉมࣸ૾શମʹ ରͯ͠VOJWFSTBM DGHuang+ ICLR 2022 ྲྀ଎ $PVSBOU਺ ૬ࣅม׵ʹରͯ͠ෆม ૬ࣅม׵ʹରͯ͠ಉม ςϯιϧͷ࠲ඪม׵ଇΛຬͨ͢

໨࣍ • ݚڀͷ֓ཁ ࿨෼ /VNFSJDBMGMVY ʹରԠ͢Δ// ࣌ࠁU ࣌ࠁU϶U 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8nJpA3byimhlKIHe5smk9FP1QGo6z0ssUIX/KLxngx9ePVNv7+i/FZll5i1UUeD+C/322LMRJAlrYx+IPve2MQFiyGfqv0eMd0jVW2yqCjZOWWv1Cmk+i3TO1EVxLGFduxe5F+ag3M3j+7iAMPY3Oq8g52WaqIf3i3rww8tFD5lnoLjNPk7Odb9XfVyhmKKH0VoY/DCKs4l87IZO4as/hMBdHvoqWC4Bz1rhR+DFmZflTUEv4WHD25nmQi1PrgrAYOrt4mffDH4jvHGe32+sOo9zzgp1Oufl71DjZaQHgL9H6+rqaw3VOWka4lW/S61WbKb/f6LFFQrqSr3hl4Ac+WOMsySfj0vw7z9+s7bZ/TOl5YubVxubv994ff792h+2mz9h+sXKP6/8y8q3K5sr/7byh5XDleHK9Uqw8mnlf1b+d+X/Xq+9Pno9fH1hmv70J02ff1pxfl6//xPZHrS4 ' • ख๏ - ہॴอଘੑ༗ݶମੵ๏Λಋೖ - ૬ࣅม׵ରশੑ཭ࢄԽεέʔϧΛಋೖ • ਺஋࣮ݧۭ࣌ؒͷ֎ૠ • ·ͱΊ

਺஋࣮ݧ໰୊ઃఆ 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prgh = p ⇢g · x 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 @ @t (⇢u) = r · ⇥ ⇢u ⌦ u + p⇢gh µ r ⌦ u + (r ⌦ u)> ⇤ + (g · x)r⇢ 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 ⇢ = ↵⇢low + (1 ↵)⇢high 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 @ @t ↵ = r · (u↵ Dr↵) ਖ਼ղσʔλͷྫ • ࢧ഑ํఔࣜUXPGMVJENJYUVSFϞσϧɺݽཱܥ • ֶशσʔλৄࡉͳϝογϡɾ0QFO'0".Ͱ ͞·͟·ͳܗঢ়Ͱ࣍ݩղੳΛ͠ ૈ͍ϝογϡʹϚοϐϯάͨ͠΋ͷ • αϯϓϧ਺5SBJO ܗঢ় ɺ WBMJEBUJPO ܗঢ় ɺUFTU ܗঢ়

਺஋࣮ݧ݁ՌఆੑධՁ ࢀরղ .11%&[Brandstetter+ 2022] 1&//[Horie & Mitsume 2022] ఏҊख๏[Horie & Mitsume 2024] 5FTU ྲྀ଎

.11%&[Brandstetter+ 2022] 1&//[Horie & Mitsume 2022] ఏҊख๏[Horie & Mitsume 2024] 5FTU 5FTUΛ ճస ਺஋࣮ݧ݁ՌఆੑධՁ ྲྀ଎ ࢀরղ

.11%&[Brandstetter+ 2022] 1&//[Horie & Mitsume 2022] ఏҊख๏[Horie & Mitsume 2024] 5FTU 5FTUΛ ճస 5FTUΛ εέʔϦϯά ਺஋࣮ݧ݁ՌఆੑධՁ ྲྀ଎ 4DBMJOHͷ ྲྀ଎ ࢀরղ

.11%&[Brandstetter+ 2022] 1&//[Horie & Mitsume 2022] ఏҊख๏[Horie & Mitsume 2024] 5FTU 5FTUΛ ճస ྖҬͷ֎ૠ 5FTUΛ εέʔϦϯά ਺஋࣮ݧ݁ՌఆੑධՁ ྲྀ଎ 4DBMJOHͷ ྲྀ଎ ࢀরղ

਺஋࣮ݧ݁ՌఆྔධՁ • ఏҊख๏͸'7. ػցֶशͳ͠ͷఏҊख๏ ͱಉ౳ͷอଘੑΛ࣮ݱ • ఏҊख๏͸ྖҬͷ֎ૠʹ͍ͭͯਫ਼౓ͷྼԽ͕ͳ͍ˠߴ͍൚༻ੑ ख๏ σʔληοτ ޡࠩ (×10-1) อଘੑͷޡࠩ (×10-5) FVM (ػցֶशͳ͠ͷఏҊख๏) test 20.034 0.01 MP-PDE[Brandstetter+ 2022] test 1.165 1001.95 PENN[Horie & Mitsume 2022] test 0.525 1356.62 ఏҊख๏[Horie & Mitsume 2024] test 0.898 0.06 FVM (ػցֶशͳ͠ͷఏҊख๏) ྖҬͷ֎ૠ ൃࢄ ൃࢄ MP-PDE[Brandstetter+ 2022] ྖҬͷ֎ૠ 4.557 16770.80 PENN[Horie & Mitsume 2022] ྖҬͷ֎ૠ 1.240 4799.89 ఏҊख๏[Horie & Mitsume 2024] ྖҬͷ֎ૠ 0.829 0.02

਺஋࣮ݧ݁ՌఆྔධՁ 100 101 102 Computation time [s] 10°1 100 101 102 103 104 Loss FluxGNN (Ours): test PENN: test MP-PDE: test FVM: test FluxGNN (Ours): taller PENN: taller MP-PDE: taller FVM: taller • ͞·͟·ͳઃఆͰੑೳΛଌఆ ޡࠩ $16ίΞͰͷܭࢉ࣌ؒ

100 101 102 Computation time [s] 10°1 100 101 102 103 104 Loss FluxGNN (Ours): test PENN: test MP-PDE: test FVM: test FluxGNN (Ours): taller PENN: taller MP-PDE: taller FVM: taller ਺஋࣮ݧ݁ՌఆྔධՁ ఏҊख๏ 1&// .11%& • ͞·͟·ͳઃఆͰੑೳΛଌఆ '7. ػցֶशͳ͠ ͷఏҊख๏ ޡࠩ $16ίΞͰͷܭࢉ࣌ؒ

਺஋࣮ݧ݁ՌఆྔධՁ 100 101 102 Computation time [s] 10°1 100 101 102 103 104 Loss FluxGNN (Ours): test PENN: test MP-PDE: test FVM: test FluxGNN (Ours): taller PENN: taller MP-PDE: taller FVM: taller ఏҊख๏ 1&// .11%& • ͞·͟·ͳઃఆͰੑೳΛଌఆ '7. ػցֶशͳ͠ ͷఏҊख๏ ޡࠩ $16ίΞͰͷܭࢉ࣌ؒ

10°1 100 101 102 Computation time [s] 10°1 100 Loss ਺஋࣮ݧ݁ՌఆྔධՁ 100 101 102 Computation time [s] 10°1 100 101 102 103 104 Loss FluxGNN (Ours): test PENN: test MP-PDE: test FVM: test FluxGNN (Ours): taller PENN: taller MP-PDE: taller FVM: taller ఏҊख๏ 1&// .11%& ޡࠩ $16ίΞͰͷܭࢉ࣌ؒ ബ͍৭UFTU ೱ͍৭ྖҬͷ֎ૠ '7. ػցֶशͳ͠ ͷఏҊख๏ • ͞·͟·ͳઃఆͰੑೳΛଌఆ

10°1 100 101 102 Computation time [s] 10°1 100 Loss ਺஋࣮ݧ݁ՌఆྔධՁ 100 101 102 Computation time [s] 10°1 100 101 102 103 104 Loss FluxGNN (Ours): test PENN: test MP-PDE: test FVM: test FluxGNN (Ours): taller PENN: taller MP-PDE: taller FVM: taller ఏҊख๏ 1&// .11%& ޡࠩ $16ίΞͰͷܭࢉ࣌ؒ • ఏҊख๏͸ྖҬͷ֎ૠʹ͓͍ͯ طଘख๏ͷܭࢉ଎౓ɾਫ਼౓ͷ τϨʔυΦϑΛେ෯ʹվળ ബ͍৭UFTU ೱ͍৭ྖҬͷ֎ૠ '7. ػցֶशͳ͠ ͷఏҊख๏ • ͞·͟·ͳઃఆͰੑೳΛଌఆ

໨࣍ • ݚڀͷ֓ཁ ࿨෼ /VNFSJDBMGMVY ʹରԠ͢Δ// ࣌ࠁU ࣌ࠁU϶U 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 ' • ख๏ - ہॴอଘੑ༗ݶମੵ๏Λಋೖ - ૬ࣅม׵ରশੑ཭ࢄԽεέʔϧΛಋೖ • ਺஋࣮ݧۭ࣌ؒͷ֎ૠ • ·ͱΊ

໨࣍ • ݚڀͷ֓ཁ ࿨෼ /VNFSJDBMGMVY ʹରԠ͢Δ// ࣌ࠁU ࣌ࠁU϶U 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 ' • ख๏ - ہॴอଘੑ༗ݶମੵ๏Λಋೖ - ૬ࣅม׵ରশੑ཭ࢄԽεέʔϧΛಋೖ • ਺஋࣮ݧۭ࣌ؒͷ֎ૠ • ·ͱΊ

ϝοηʔδ෺ཧݱ৅ͷੑ࣭Λຬͨ͢ػցֶशϞσϧ͸ॏཁ • ෺ཧݱ৅ͷੑ࣭ อଘੑɾରশੑͳͲ Λຬͨ͢ػցֶश͸൚Խੑೳ͕ߴ͍ • ਺஋ղੳख๏Λಋೖ͢Δ͜ͱͰ෺ཧݱ৅ͷੑ࣭Λݫີʹຬͨ͢ػցֶशϞσϧ͕ߏ੒Մೳ • อଘੑɾରশੑΛຬͨ͢ػցֶशϞσϧͰۭ࣌ؒ֎ૠ͕ՄೳͰ͋Δ͜ͱΛ࣮ূͨ͠ ࢀরղ ༧ଌ݁Ռ ࢀরղ .11%& 1&// ఏҊख๏ ಺ૠ ۭؒͷ ֎ૠ [Brandstetter et al. 2022] [Horie & Mitsume 2022] [Horie & Mitsume 2024] ྲྀ଎ ମੵ෼཰

·ͱΊকདྷల๬ • কདྷͷల๬ - ೤ྲྀମɾଟ૬ྲྀͷ࣮໰୊΁ͷద༻ͱੑೳͷධՁ - ػցֶशʹΑΔࣗಈඍ෼Մೳͳ༧ଌΛ׆͔ͨ͠ܗঢ়ɾ෺ੑ஋ͳͲͷ࠷దԽ - ࣮ݧɾ࣮ଌσʔλͷֶशʹΑΔطଘͷγϛϡϨʔγϣϯΛ্ճΔਫ਼౓ͷ࣮ݱ ࢀরղ ༧ଌ ώʔτγϯΫ ίϧήʔτϑΟϯ ͷ ೤ྲྀମղੳ΁ͷద༻ྫ ѹྗଛࣦ ྲྀ࿏ͷܗঢ়࠷దԽ΁ͷద༻ྫ