AI最新論文読み会2022年2月

େࡕࢢཱେֶদຊརխ "*࠷৽࿦จಡΈձ೥݄

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w ཧ࿦ܭࢉՊֶ ਺ཧ࿦ཧֶΛݚڀ͍ͯ͠·ͨ͠ɻ

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w5PQIZQF 5XJUUFSͰͷݴٴ਺ ɹ্Ґຊͷ"CTUSBDU "HFOEB

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HSPVQFEDPOWͷಛघͳ৔߹ͱݟͳ͢ w EFQUIXJTFDPOW͸ɺBUUFOUJPOͷதͰ͸ɺ XFJHIUFETVNͱಉ౳ 3FT/FYUJGZ ௿࣍ݩʹ෼ׂˠूܭ Ding, Wei, et al. "Designing ef fi cient accelerator of depthwise separable convolutional neural network on FPGA.   " Journal of Systems Architecture 97 (2019): 278-286.

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5PQSFDFOU   ҐʙҐ

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7BMJEBUJPOMPTT͕Ұ౓Լ͕͔ͬͯΒճ໨ʹԼ͕Δ·Ͱʹɺ ?͔Β?TUFQTͷؒͰ্͕͍ͬͯΔ

ֶश৚݅Λม͑ͨΓɺҟͳΔԋࢉΦϖϨʔλͰ࣮ݧ   8FJHIUEFDBZ͕༗ޮ

Կ͔͠Βͷنଇɾߏ଄͕ݟΒΕΔ

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5PQIZQF   ҐʙҐ

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7JTJPO5SBOTGPSNFST 7J5 ͷొ৔Ͱ࢝·ͬͨࢹ֮ೝࣝͷ3PBSJOHT͸ɺॠؒ͘ʹ$POW/FUTΛ྇կ͢Δ࠷ઌ୺ͷը૾෼ྨϞσϧͱͳͬ ͨɻͦͷҰํͰɺόχϥ7J5͸ɺ෺ମݕग़΍ηϚϯςΟοΫηάϝϯςʔγϣϯͳͲͷҰൠతͳίϯϐϡʔλϏδϣϯͷλεΫʹద༻͢Δʹ͸ ࠔ೉͕൐͏ɻ$POW/FUͷϓϦΦʔϧΛ࠶ಋೖͨ͠֊૚ܕ5SBOTGPSNFSʢ4XJO5SBOTGPSNFSTͳͲʣ͸ɺ5SBOTGPSNFSΛҰൠతͳϏδϣϯͷ όοΫϘʔϯͱ࣮ͯ͠༻Խ͠ɺ༷ʑͳϏδϣϯλεΫͰ༏ΕͨੑೳΛൃش͍ͯ͠·͢ɻ͔͠͠ɺ͜ͷΑ͏ͳϋΠϒϦουΞϓϩʔνͷ༗ޮੑ ͸ɺґવͱͯ͠ɺ৞ΈࠐΈͷݻ༗ͷؼೲతόΠΞεͰ͸ͳ͘ɺ5SBOTGPSNFSͷຊ࣭తͳ༏ҐੑʹΑΔͱ͜Ζ͕େ͖͍ɻຊݚڀͰ͸ɺσβΠϯ εϖʔεΛ࠶ݕ౼͠ɺ७ਮͳ$POW/FU͕ୡ੒Ͱ͖ΔݶքΛςετ͠·͢ɻඪ४తͳ3FT/FUΛɺϏδϣϯɾτϥϯεϑΥʔϚʔͷઃܭʹ޲͚ͯ ঃʑʹʮۙ୅Խʯ͠ɺͦͷաఔͰੑೳࠩʹد༩͢Δ͍͔ͭ͘ͷॏཁͳཁૉΛൃݟ͠·ͨ͠ɻ͜ͷݚڀͷ݁Ռɺ$POW/F9Uͱݺ͹ΕΔ७ਮͳ $POW/FUϞσϧͷϑΝϛϦʔ͕஀ੜ͠·ͨ͠ɻඪ४తͳ$POW/FUϞδϡʔϧͷΈͰߏ੒͞Εͨ$POW/F9U͸ɺඪ४తͳ$POW/FUͷγϯϓϧ͞ ͱޮ཰ੑΛҡ࣋͠ͳ͕Βɺ*NBHF/FUUPQਫ਼౓ͰΛୡ੒͠ɺ$0$0ݕग़ͱ"%&,ηάϝϯςʔγϣϯͰ4XJO5SBOTGPSNFSΛ্ճ ΔͳͲɺਫ਼౓ͱεέʔϥϏϦςΟͷ఺Ͱ5SBOTGPSNFSͱޓ֯ʹ౉Γ߹͍ͬͯ·͢ɻ 5PQIZQF ೥୅ͷ$POW/FUΛ໨ࢦͯ͠ ݪจ"$POW/FUGPSUIFT 54 ॏෳ 5PQSFDFOU

ɾ໨తɿχϡʔϥϧωοτϫʔΫͰ਺ֶͷ໰୊Λղ͘͜ͱ ɾ੒ՌɿχϡʔϥϧωοτϫʔΫ͕ɺϓϩάϥϜ߹੒ʹΑͬͯ਺ֶͷ໰୊Λղܾ͢Δ͜ͱΛ࣮ূ ɾํ๏ɿ਺ֶͷ໰୊Λ$PEFYͰίʔυʹม׵ ɾΩʔϫʔυɿ$PEFY 5SBOTGPSNFS ɾஶऀॴଐɿ.*5 $PMVNCJB6OJWFSTJUZ )BSWBSE6OJWFSTJUZ 6OJWFSTJUZPG8BUFSMPP IUUQBSYJWPSHBCTW
ࢲͨͪ͸ɺςΩετͰࣄલֶश͠ɺίʔυͰඍௐ੔ͨ͠χϡʔϥϧωοτϫʔΫ͕ɺϓϩάϥϜ߹੒ʹΑͬͯ਺ֶͷ໰୊Λղܾ͢Δ͜ͱΛ࣮ ূ͠·ͨ͠ɻ࣭໰ΛϓϩάϥϛϯάͷλεΫʹม͑ɺϓϩάϥϜΛࣗಈతʹੜ੒͠ɺͦΕΛ࣮ߦ͢Δ͜ͱͰɺ.*5ͷେن໛ͳ਺ֶίʔε ʢ4JOHMF7BSJBCMF$BMDVMVTɺ.VMUJWBSJBCMF$BMDVMVTɺ%J ff FSFOUJBM&RVBUJPOTɺ*OUSPEVDUJPOUP1SPCBCJMJUZBOE 4UBUJTUJDTɺ-JOFBS"MHFCSBɺ.BUIFNBUJDTGPS$PNQVUFS4DJFODFʣͷେֶϨϕϧͷ໰୊Λ׬ᘳʹղ͘͜ͱ͕Ͱ͖· ͢ɻ BOE.BUIFNBUJDTGPS$PNQVUFS4DJFODFʣɺίϩϯϏΞେֶͷ$0.4$PNQVUBUJPOBM-JOFBS"MHFCSBίʔεɺ͓Α ͼ਺ֶతਪ࿦ΛධՁ͢ΔͨΊʹಛผʹઃܭ͞Εͨߴ౓ͳ਺ֶ໰୊ͷ࠷৽ϕϯνϚʔΫͰ͋Δ."5)σʔληοτʢ1SFBMHFCSBɺ"MHFCSBɺ $PVOUJOHBOE1SPCBCJMJUZɺ/VNCFS5IFPSZɺ͓Αͼ1SFDBMDVMVTʹؔ͢Δ໰୊ʣ͔Βͷ໰୊Λ࢖༻͍ͯ͠·͢ɻτϥϯεϑΥʔϚʔ͕͜Ε ΒͷՊ໨ͷ໰୊ղܾϓϩάϥϜΛੜ੒͢ΔͨΊͷϓϩϯϓτੜ੒ํ๏Λ୳Γɺϓϩοτ෇͖ͷղ౴ΛؚΉɻ֤ςʔϚͷ໰୊ΛϥϯμϜʹநग़ ͠ɺਖ਼ղΛੜ੒͠·͢ɻ·ͨɺੜ੒͞Εͨ໰୊ͷ࣭ͱ೉қ౓ΛධՁ͢ΔͨΊͷΞϯέʔτΛ࣮ࢪ͠·ͨ͠ɻຊݚڀ͸ɼେֶϨϕϧͷ਺ֶίʔ εͷ໰୊Λࣗಈతʹղ͍ͯ࠾఺͠ɼେن໛ʹੜ੒ͨ͠ॳΊͯͷݚڀͰ͢ɽ͜Ε͸ߴ౳ڭҭʹͱͬͯըظతͳ͜ͱͰ͢ɻ 5PQIZQF χϡʔϥϧωοτϫʔΫ͕ϓϩάϥϜ߹੒Ͱ਺ֶͷ໰୊Λղ͖ɺੜ੒͢Δɻඍ෼ੵ෼ɺඍ෼ํఔࣜɺઢܗ୅਺ͳͲ ݪจ"/FVSBM/FUXPSL4PMWFTBOE(FOFSBUFT.BUIFNBUJDT1SPCMFNTCZ1SPHSBN4ZOUIFTJT$BMDVMVT %J ff FSFOUJBM &RVBUJPOT -JOFBS"MHFCSB BOE.PSF 55 ॏෳ 5PQSFDFOU

ɾ໨తɿؔ਺Λ༧ଌ͢Δ͜ͱ ɾ੒Ռɿ%FFQ4ZNCPMJD3FHSFTTJPO ɾํ๏ɿ5SBOTGPNFSΛ࢖ͬͯ਺ྻͷؔ܎ࣜΛਪ࿦͢Δ ɾΩʔϫʔυɿTZNCPMJDSFHSFTTJPO SFDVSSFODF 5SBOTGPSNFS ɾஶऀॴଐɿ.FUB"* %FQBSUNFOUPG1IZTJDT &DPMF/PSNBMF4VQÉSJFVSF -BCPSBUPJSFE`*OGPSNBUJRVFEF1BSJT
4PSCPOOF IUUQBSYJWPSHBCTW ه߸ճؼɺ͢ͳΘͪɺ஋ͷ؍ଌ͔Βؔ਺Λ༧ଌ͢Δ͜ͱ͸ɺࠔ೉ͳ՝୊Ͱ͋Δ͜ͱ͸Α͘஌ΒΕ͍ͯΔɻຊ࿦จͰ͸ɺ5SBOTGPSNFSΛ܇࿅͠ ͯɺ੔਺΍ුಈখ਺఺਺ͷ഑ྻͷجૅͱͳΔؔ਺΍࠶ؼؔ܎Λਪଌ͢Δɻ0&*4഑ྻͷαϒηοτͰզʑͷ੔਺ϞσϧΛධՁ͠ɼ͜ͷϞσϧ͕ ࠶ؼ༧ଌͷͨΊͷ૊ࠐΈ.BUIFNBUJDBؔ਺ΑΓ΋༏Ε͍ͯΔ͜ͱΛࣔ͠·ͨ͠ɽྫ͑͹ɼͷΑ͏ʹɼޠኮͷ ͳ͍ؔ਺΍ఆ਺ͷ৘ใʹ෋Μͩۙࣅ஋ΛಘΔ͜ͱ͕Ͱ͖Δ͜ͱΛࣔ͠·͢ɽ ͜ͷϞσϧͷΠϯλϥΫςΟϒͳσϞϯετϨʔγϣϯ͸ɺIUUQTCJUMZOJ&'4ɻ 5PQIZQF ϦΧϨϯτɾγʔέϯεͷͨΊͷσΟʔϓɾγϯϘϦοΫɾϦάϨογϣϯ ݪจ%FFQ4ZNCPMJD3FHSFTTJPOGPS3FDVSSFOU4FRVFODFT 56

4ZNCPMJDSFHSFTTJPO w ༩͑ΒΕͨ਺ྻ͔Βɺͦͷ਺ྻΛຬͨؔ͢਺΍ؔ܎ੑΛਪଌ͢Δ͜ͱ w

5SBOTGPSNFSΛ࢖ͬͯ༧ଌ   ೖྗ਺ྻ ग़ྗؔ܎ࣜ     ೖྗͱग़ྗ͸ɺ༧ΊܾΊ͓͍ͯͨޠኮ ԋࢉΦϖϨʔλ ੔਺
ුಈখ਺఺਺ ͷτʔΫϯදݱ͞ΕΔ

ۙࣅࣜΛ༧ଌ͢Δ ۙࣅ஋Λ༧ଌ͢Δ

ɾ໨తɿ ɾ੒Ռɿ ɾํ๏ɿ ɾΩʔϫʔυɿ ɾஶऀॴଐɿ IUUQBSYJWPSHBCTW ଟؔઅܕͷ࣍ݩܗঢ়෮ݩͷͨΊͷઌߦݚڀ͸ɺଟ͘ͷ৔߹ɺಛघͳηϯαʔʢྫɿಉظͨ͠ϚϧνΧϝϥγεςϜʣ΍ɺ͋Β͔͡Ίߏங͞Ε ͨ࣍ݩมܗϞσϧʢྫɿ4."-΍4.1-ʣʹґଘ͍ͯ͠·͢ɻ͜ͷΑ͏ͳख๏͸ɺࣗવքͷଟ༷ͳ෺ମͷηοτʹରԠ͢Δ͜ͱ͕Ͱ͖·ͤ Μɻ#"/.P͸ɺಛघͳηϯαʔ΍ࣄલʹఆٛ͞ΕͨςϯϓϨʔτܗঢ়Λඞཁͱ͠ͳ͍ํ๏Ͱ͢ɻ#"/.P͸ɺඍ෼ՄೳͳϨϯμϦϯάϑϨʔ ϜϫʔΫΛ༻͍ͯɺଟ͘ͷ୯؟ΧδϡΞϧϏσΦ͔Βɺߴ஧࣮౓Ͱؔઅͷ͋Δ%Ϟσϧʢܗঢ়ͱΞχϝʔγϣϯՄೳͳεΩχϯά΢ΣΠτΛ
ؚΉʣΛߏங͠·͢ɻଟ͘ͷϏσΦΛ࢖༻͢Δ͜ͱͰɺΧϝϥϏϡʔͱΦϒδΣΫτͷΞʔςΟΩϡϨʔγϣϯΛΑΓଟ͘Χόʔ͢Δ͜ͱ͕Ͱ ͖·͕͢ɺഎܠ΍র໌৚݅ͳͲ͕ҟͳΔγʔϯؒͷରԠؔ܎Λཱ֬͢Δ͜ͱʹେ͖ͳ՝୊͕͋Γ·͢ɻզʑͷॏཁͳಎ࡯͸ɺʢʣؔઅࠎͱϒ ϨϯυεΩχϯάΛར༻ͨ͠ݹయతͳมܗՄೳͳܗঢ়Ϟσϧɺʢʣޯ഑ϕʔεͷ࠷దԽʹదͨ͠ମੵχϡʔϥϧϥδΞϯεϑΟʔϧυ ʢ/F3'ʣɺʢʣϐΫηϧͱؔઅϞσϧͷؒͷରԠؔ܎Λੜ੒͢Δਖ਼४ຒΊࠐΈɺͱ͍͏ͭͷྲّྀΛ౷߹͢Δ͜ͱͰ͢ɻຊݚڀͰ͸ɺඍ෼ Մೳ͓Αͼ൓సՄೳͳؔઅมܗΛՄೳʹ͢ΔχϡʔϥϧϒϨϯυεΩχϯάϞσϧΛಋೖͨ͠ɻ͜ͷΑ͏ͳϞσϧΛਖ਼४ຒΊࠐΈͱ૊Έ߹Θ ͤΔ͜ͱͰɺϏσΦؒͷີͳରԠؔ܎Λཱ֬͢Δ͜ͱ͕Ͱ͖ɺαΠΫϧҰ؏ੑΛ࣋ͬͨࣗݾڭࢣԽ͕ՄೳͱͳΔɻ࣮σʔλ͓Αͼ߹੒σʔλ ʹ͓͍ͯɺ#"/.P͸ਓؒ΍ಈ෺ͷઌߦݚڀΑΓ΋ߴ͍஧࣮౓ͷ%࠶ߏ੒Λࣔ͠ɺ৽͍͠ࢹ఺΍ϙʔζ͔ΒͷϦΞϧͳը૾ΛϨϯμϦϯά͢ ΔೳྗΛඋ͍͑ͯ·͢ɻϓϩδΣΫτͷ΢ΣϒϖʔδɿCBONPXXXHJUIVCJP 5PQIZQF #"/.Pଟ͘ͷΧδϡΞϧϏσΦ͔ΒΞχϝʔγϣϯՄೳͳ%ਆܦϞσϧΛߏங͢Δ ݪจ#"/.P#VJMEJOH"OJNBUBCMF%/FVSBM.PEFMTGSPN.BOZ$BTVBM7JEFPT 60 ॏෳ ઌ݄ͷ5PQIZQF

ɾ໨తɿ ɾ੒Ռɿ ɾํ๏ɿ ɾΩʔϫʔυɿ ɾஶऀॴଐɿ IUUQBSYJWPSHBCTW ๏཯෼໺Ͱ͸ɺςΩετܗࣜͷ๲େͳσʔλؚ͕·Ε͍ͯ·͢ɻͦͷͨΊɺ͜ͷ෼໺ͷ෼ੳχʔζʹԠ͑ΔͨΊʹ͸ɺࣗવݴޠॲཧʢ/BUVSBM -BOHVBHF1SPDFTTJOH/-1ʣͷద༻͕ඞཁͱͳΓ·͢ɻ/-1ͷਐา͸ɺ࣮༻Խ΍ֶज़ݚڀͷܗͰɺ๏཯෼໺Λ͸͡Ίͱ͢Δ༷ʑͳྖҬʹ޿ ͕͍ͬͯ·͢ɻ๏཯ͷઐ໳Ոʹͱͬͯɺૌুʹ͓͚Δॏཁͳจষɺࣄ࣮ɺٞ࿦Λಛఆ͢Δ͜ͱ͸ɺୀ۶ͳ࡞ۀͰ͢ɻຊݚڀͰ͸ɺϚϧνΫϥε ෼ྨͷͨΊͷจຒΊࠐΈͷར༻Λݕ౼͠ɺૌুࣄ݅ͷओཁͳ౰ࣄऀͷ؍఺͔Βɺૌুࣄ݅ʹ͓͚ΔॏཁͳจΛಛఆ͢Δɻ·ͨɺΧςΰϦʔผ
ͷΫϩεΤϯτϩϐʔଛࣦΛར༻͢Δ͜ͱͰɺਫ਼౓Λ޲্ͤ͞ΔͨΊʹɺλεΫݻ༗ͷଛࣦؔ਺Λఆٛ͠·͢ɻ 5PQIZQF ϚϧνΫϥε෼ྨΛ༻͍ͨ๏ྫʹ͓͚Δॏཁจͷࣝผ ݪจ$SJUJDBM4FOUFODF*EFOUJ fi DBUJPOJO-FHBM$BTFT6TJOH.VMUJ$MBTT$MBTTJ fi DBUJPO 61 ॏෳ ઌ݄ͷ5PQIZQF

ɾ໨తɿ ɾ੒Ռɿ ɾํ๏ɿ ɾΩʔϫʔυɿ ɾஶऀॴଐɿ IUUQBSYJWPSHBCTW 'BDFCPPLͷωοτϫʔΫͰ͸ɺϢʔβʔ͕ςΩετʹର͢Δ൓ԠΛɺײ৘ͷྨܕԽʹΑͬͯه࿥͢Δ͜ͱ͕Ͱ͖·͢ɻ͜ͷωοτϫʔΫ͸ɺ େن໛Ͱ͋ΔͨΊɺ஫ऍ෇͖ͷηϯνϝϯτσʔλͷओཁͳσʔληοτͱͳ͍ͬͯ·͢ɻຊ࿦จͰ͸ɺεϦϥϯΧͷจ຺Λத৺ͱͨ͠೥ ෼ͷ'BDFCPPLͷ౤ߘσʔλ͔ΒಘΒΕͨ਺ඦສͷ൓ԠΛ༻͍ͯɺΦϯϥΠϯͷγϯϋϥޠςΩετίϯςϯπͷηϯνϝϯτݕग़ʹର͢Δ ʮݟΔਓͷ໨ʯͷΞϓϩʔνΛϞσϧԽ͢Δɻछྨͷηϯνϝϯτ෼ੳϞσϧ͕ߏங͞Ε͓ͯΓɺϦΞΫγϣϯͷݶఆ͞Εͨαϒηοτɺ͢
΂ͯͷϦΞΫγϣϯɺϙδςΟϒωΨςΟϒͷ੕ධՁ஋Λಋ͖ग़͢Ϟσϧ͕ߟྀ͞Ε͍ͯ·͢ɻͦͯ͠ɺ͜ΕΒͷϞσϧ͕؍࡯ऀͷ൓ԠΛଊ ͑Δͷʹ༗ޮͰ͋Δ͔Ͳ͏͔Λܭࢉ͠ɺٞ࿦ͨ͠ɻ෼ੳͷ݁ՌɺγϯϋϥޠͷίϯςϯπͰ͸ɺϦΞΫγϣϯͷೋ஋෼ྨ͕ଞͷΞϓϩʔνʹ ൺ΂ͯஶ͘͠ਖ਼֬Ͱ͋Δ͜ͱ͕Θ͔ͬͨɻ͞ΒʹɺࣅͨΑ͏ͳϦΞΫγϣϯΛؚΊΔͱɺଞͷϦΞΫγϣϯΛਖ਼֬ʹ༧ଌ͢Δ͜ͱ͕Ͱ͖ͳ͘ ͳΓ·͢ɻ 5PQIZQF γϯϋϥޠͷηϯνϝϯτΛٻΊͯγϯϋϥޠͷ౤ߘʹର͢Δ'BDFCPPLͷ൓ԠΛ༧ଌ͢Δ ݪจ4FFLJOH4JOIBMB4FOUJNFOU1SFEJDUJOH'BDFCPPL3FBDUJPOTPG4JOIBMB1PTUT 62 ॏෳ ઌ݄ͷ5PQIZQF

ɾ໨తɿχϡʔϥϧωοτϫʔΫͷ൚ԽੑೳΛௐ΂Δ͜ͱ ɾ੒ՌɿσʔληοτͷαΠζ͕খ͍͞΄Ͳɼ൚ԽͷͨΊͷ࠷దԽ͕ඞཁʹͳΔ͜ͱ͕Θ͔ͬͨ ɾํ๏ɿΞϧΰϦζϛοΫʹ࡞ΒΕͨখ͞ͳσʔληοτΛ΋͍࣮ͪͯݧ ɾΩʔϫʔυɿ(SPLLJOH ɾஶऀॴଐɿ0QFO"* (PPHMF IUUQBSYJWPSHBCTW ຊ࿦จͰ͸ɺΞϧΰϦζϜͰੜ੒͞Εͨখ͞ͳσʔληοτ্ͰͷχϡʔϥϧωοτϫʔΫͷҰൠԽΛݚڀ͢Δ͜ͱΛఏҊ͢Δɻ͜ͷઃఆͰ ͸ɺσʔλͷޮ཰ɺهԱɺҰൠԽɺֶशͷ଎౓ʹؔ͢Δ໰୊Λඇৗʹৄࡉʹݚڀ͢Δ͜ͱ͕Ͱ͖Δɻ͍͔ͭ͘ͷঢ়گͰ͸ɺχϡʔϥϧωοτ ϫʔΫ͸ɺσʔλ಺ͷύλʔϯΛʮάϧʔΩϯάʯ͢ΔϓϩηεΛ௨ֶͯ͡श͠ɺϥϯμϜͳۮવͷϨϕϧ͔Β׬શͳ൚Խ΁ͱ൚ԽੑೳΛ޲
্ͤ͞ɺ͜ͷ൚Խͷ޲্͸ΦʔόʔϑΟοτͷ࣌఺Λ͸Δ͔ʹ௒͑ͯى͜Γ͏Δ͜ͱΛࣔ͢ɻ·ͨɼσʔληοτͷαΠζʹΑΔ൚Խͷҧ͍Λ ௐ΂ͨͱ͜Ζɼσʔληοτ͕খ͍͞΄Ͳɼ൚ԽͷͨΊͷ࠷దԽ͕ඞཁʹͳΔ͜ͱ͕Θ͔ͬͨɽ͜ΕΒͷσʔληοτ͸ɺਂ૚ֶशͷ͋·Γ ཧղ͞Ε͍ͯͳ͍ଆ໘Λݚڀ͢ΔͨΊͷංཊͳ౔৕Λఏڙ͍ͯ͠Δͱզʑ͸ओு͢Δɻ 5PQIZQF (SPLLJOHখ͞ͳΞϧΰϦζϜσʔληοτͰͷΦʔόʔϑΟοςΟϯάΛ௒͑ͨҰൠԽ ݪจ(SPLLJOH(FOFSBMJ[BUJPO#FZPOE0WFS fi UUJOHPO4NBMM"MHPSJUINJD%BUBTFUT 63 ॏෳ 5PQSFDFOU

ɾ໨తɿ5SBOTGPSNFSΛ࢖ͬͨࣗಈ࠾ේ ɾ੒Ռɿ5SBOTGPSNFS͸ϚϧνλεΫ".5Λ࣮ߦͰ͖Δ͜ͱΛ࣮ূͨ͠ɻ ɾํ๏ɿ.*%*σʔλΛ.*%*-JLFσʔλʹτʔΫϯԽ͢Δ ɾΩʔϫʔυɿ.5 ".5 5SBOTGPSNFS ɾஶऀॴଐɿ(PPHMF3FTFBSDI #SBJO5FBN IUUQBSYJWPSHBCTW ੜͷԻ੠͔ΒԻූΛਪఆ͢Δࣗಈ࠾ේʢ"VUPNBUJD.VTJD5SBOTDSJQUJPO".5ʣ͸ɺԻָཧղͷத֩Λͳ͢ࠔ೉ͳ࡞ۀͰ͢ɻҰਓͷ࿩ऀͷ
ݴ༿Λର৅ͱ͢ΔࣗಈԻ੠ೝࣝʢ"43ʣͱ͸ҟͳΓɺ".5Ͱ͸ɺෳ਺ͷָثΛಉ࣌ʹɺ͔͠΋ࡉ͔͍ϐον΍λΠϛϯάͷ৘ใΛอ࣋ͨ͠· ·ॻ͖ࣸ͢ඞཁ͕͋Γ·͢ɻ͞Βʹɺଟ͘ͷ".5σʔληοτ͸ʮ௿ϦιʔεʯͰ͋Γɺख़࿅ͨ͠ԻָՈͰ͋ͬͯ΋ɺԻָͷॻ͖ى͜͠͸೉ ͘͠ɺ͕͔͔࣌ؒΔ΋ͷͰ͢ɻͦͷͨΊɺઌߦݚڀͰ͸ɺ֤λεΫͷݸʑͷָثʹ߹Θͤͯௐ੔͞ΕͨλεΫݻ༗ͷΞʔΩςΫνϟʹয఺͕ ౰ͯΒΕ͍ͯ·ͨ͠ɻຊݚڀͰ͸ɺ௿Ϧιʔεͷࣗવݴޠॲཧʢ/-1ʣͷͨΊͷ഑ྻؒ఻ୡֶशͷ༗๬ͳ݁Ռʹ৮ൃ͞Εɺ൚༻5SBOTGPSNFS Ϟσϧ͕ɺෳ਺ͷసࣸσʔληοτʹ͓͍ͯ೚ҙͷָثͷ૊Έ߹ΘͤΛڞಉͰసࣸ͢ΔɺϚϧνλεΫ".5Λ࣮ߦͰ͖Δ͜ͱΛ࣮ূ͠·͠ ͨɻ͜ͷ౷Ұ͞ΕֶͨशϑϨʔϜϫʔΫ͸ɺ༷ʑͳσʔληοτʹ͓͍ͯߴ඼࣭ͳసࣸ݁ՌΛୡ੒͠ɺ๛෋ͳָثʢϐΞϊͳͲʣͰͷڧྗͳ ύϑΥʔϚϯεΛҡ࣋ͭͭ͠ɺϦιʔεͷগͳָ͍ثʢΪλʔͳͲʣͰͷύϑΥʔϚϯεΛܶతʹ޲্ͤ͞Δ͜ͱΛ͍ࣔͯ͠Δɻ࠷ޙʹɺ ".5ͷൣғΛ֦େ͢Δ͜ͱͰɺΑΓҰ؏ͨ͠ධՁࢦඪͱΑΓྑ͍σʔληοτͷௐ੔ͷඞཁੑΛ໌Β͔ʹ͠ɺϚϧνλεΫ".5ͷ৽͍͠ํ ޲ੑͷͨΊͷڧྗͳϕʔεϥΠϯΛఏڙ͠·͢ɻ 5PQIZQF .5ϚϧνλεΫɾϚϧντϥοΫɾϛϡʔδοΫɾτϥϯεΫϦϓγϣϯ ݪจ.5.VMUJ5BTL.VMUJUSBDL.VTJD5SBOTDSJQUJPO 64

.*%*ˠ.*%*MJLF5PLFOTˠ.*%*MJLF5PLFOTˠ.*%* .5

ɾ໨తɿΦϯϥΠϯը૾ίϨΫγϣϯ͔ΒΦϒδΣΫτදݱΛऔಘ͢Δ৽͍͠ख๏ΛఏҊ ɾ੒Ռɿ/F30*$ /FVSBM3FOEFSJOHPGPCKFDUTGSPN0OMJOF*NBHF$PPMFDUJPOT ɾํ๏ɿϨϯμϦϯάͷաఔΛίϯϙʔωϯτʹ෼ׂ͠ɺͦΕͧΕͰվྑɻ ɾΩʔϫʔυɿ/F30*$ /F3' ɾஶऀॴଐɿ6OJWFSTJUZPG4PVUIFSO$BMJGPSOJB 4OBQ*OD IUUQBSYJWPSHBCTW
ຊݚڀͰ͸ɺΦϯϥΠϯը૾ίϨΫγϣϯ͔ΒΦϒδΣΫτදݱΛऔಘ͢Δ৽͍͠ख๏ΛఏҊ͢Δɻ͜ΕʹΑΓɺΧϝϥɺর໌ɺഎܠ͕ҟͳ Δࣸਅ͔Βɺ೚ҙͷΦϒδΣΫτͷߴ඼࣭ͳܗঢ়ͱࡐྉಛੑΛऔಘ͢Δ͜ͱ͕Ͱ͖Δɻ͜ΕʹΑΓɺϊϕϧϏϡʔ߹੒ɺ࠶র໌ɺௐ࿨ͷͱΕ ͨഎܠ߹੒ͳͲɺ༷ʑͳΦϒδΣΫτத৺ͷϨϯμϦϯάΞϓϦέʔγϣϯ͕ՄೳʹͳΓ·͢ɻχϡʔϥϧɾϥσΟΞϯεɾϑΟʔϧυΛ֦ு ͨ͠ϚϧνεςʔδɾΞϓϩʔνΛ༻͍ͯɺ·ͣද໘ܗঢ়Λਪఆ͠ɺૈ͘ਪఆ͞ΕͨॳظΧϝϥɾύϥϝʔλΛվྑ͠·͢ɻ·ͨɺૈ͍લܠ ΦϒδΣΫτɾϚεΫΛར༻ͯ͠ɺֶशޮ཰ͱܗঢ়඼࣭Λ޲্ͤ͞·͢ɻ·ͨɺϩόετͳ๏ઢਪఆٕज़Λಋೖ͢Δ͜ͱͰɺزԿֶతͳϊΠ ζͷӨڹΛഉআͭͭ͠ɺॏཁͳσΟςʔϧΛอ࣋͠·͢ɻ࠷ޙʹɺද໘ͷࡐྉಛੑͱपғͷর໌Λநग़͠·͢ɻ͜Ε͸ٿ໘ௐ࿨Ͱදݱ͞Εɺ γϟʔϓγϟυ΢ͳͲͷա౉తͳཁૉΛॲཧ͢ΔͨΊʹ֦ு͞Ε͍ͯ·͢ɻ͜ΕΒͷίϯϙʔωϯτΛ૊Έ߹ΘͤΔ͜ͱͰɺߴ౓ʹϞδϡʔϧ Խ͞Εͨޮ཰తͳΦϒδΣΫτऔಘϑϨʔϜϫʔΫ͕׬੒͠·͢ɻ޿ൣͳධՁͱൺֱʹΑΓɺϨϯμϦϯάΞϓϦέʔγϣϯʹ༗༻ͳߴ඼࣭ ͷδΦϝτϦͱ֎؍ͷಛੑΛऔಘ͢Δ্ͰɺຊΞϓϩʔνͷར఺͕࣮ূ͞Ε·ͨ͠ɻ 5PQIZQF /F30*$ΦϯϥΠϯɾΠϝʔδɾίϨΫγϣϯ͔ΒͷΦϒδΣΫτͷχϡʔϥϧɾϨϯμϦϯά ݪจ/F30*$/FVSBM3FOEFSJOHPG0CKFDUTGSPN0OMJOF*NBHF$PMMFDUJPOT 66

/FVSBM3FOEFSJOHPGPCKFDUTGSPN0OMJOF*NBHF$PMMFDUJPOT w 0OMJOF্ͷը૾͕ର৅   ΅΍͚͍ͯͨΓɺর໌ͷ౰ͨΓํ͸͍Ζ͍Ζ w ৽ͨͳWJFXͷը૾߹੒ w ࠶র໌
w ৽͍͠എܠͱর໌৚݅Ͱͷը૾߹੒ /F30*$

/F3'ͷ   ΧϝϥࡱӨͷ࢓૊Έ

B (FPNFUSZ/FUXPSLΧϝϥ࠲ඪͱੈք࠲ඪ͔Β্ۭؒͷ֤࠲ඪʹ৭ͱີ౓ΛରԠ෇͚ΔϕΫτϧ৔Λܭࢉ͢Δɻ C /PSNBM&YUSBDUJPOΧϝϥͷয఺͔Βද໘ͷ֤ϐΫηϧ΁ͷ௚ઢ ໘๏ઢ ޫઢ Λܭࢉ͢Δ   ɹɹɹɹɹɹɹɹɹɹɹর໌ͱࡐྉಛੑ
ޫͷ൓ࣹͷ۩߹ D 3FOEFSJOHOFUXPSLର৅ͷܗঢ়ͱɺޫͷ൓ࣹ۩߹͔Βর໌ͱࡐྉಛੑΛܭࢉ͢Δ

(FPNFUSZ/FUXPSL /PSNBM&YUSBMUJPO-BZFS $BNBSBPQUJNJ[BUJPO ର৅ͷܗঢ়Λଊ͑Δ ϊΠζͷӨڹΛݮΒͨɺޫͷ൓ࣹͷ۩߹Λਖ਼֬ʹ ଊ͑Δ 3FOEFSJOH/FUXPSL w 4QIFSJDBM)FSNPOJTD
4)   র໌Λܭࢉ͢Δ   w 1IPOH#3%'   ର৅ͷࡐྉಛੑΛܭࢉ͢Δ ϨϯμϦϯάͷϓϩηεΛϞδϡʔϧԽͯ͠ɺ֤ϞδϡʔϧͰվྑ

ɾ໨తɿ"*ͷτϐοΫͷ֓ཁͷ੔ཧͯ͠ɺఏڙ͢Δ͜ͱ ɾ੒Ռɿ໘઀΍ࢼݧͷͨΊͷ໰୊ूͱͯ͠࢖͑Δ ɾํ๏ɿ໰୊ͱͦͷղ౴ ɾΩʔϫʔυɿ%FFQ-FBSOJOH*OUFSWJFXT ɾஶऀॴଐɿ2VFFO.BSZ6OJWFSTJUZPG-POEPO IUUQBSYJWPSHBCTW ୈ൛ͷ%FFQ-FBSOJOH*OUFSWJFXTʹ͸ɺ"*ͷओཁͳτϐοΫͷத͔Βɺ׬શʹղܾ͞Εͨ਺ඦͷ໰୊͕ܝࡌ͞Ε͍ͯ·͢ɻ໘઀΍ࢼݧͷͨ ΊͷϦϋʔαϧͱͯ͠ɺ·ͨػցֶशͷम࢜ɾത࢜՝ఔͷֶੜ΍໘઀Λ߇͍͑ͯΔํͷͨΊʹɺ͜ͷ෼໺ͷ֓ཁΛ੔ཧͯ͠ఏڙ͢ΔͨΊʹ࡞ ΒΕ͍ͯ·͢ɻ໰୊͸ɺࣃΛ৯͍͠͹ͬͯεΩϧΛඈ༂తʹ޲্ͤ͞Δͷʹे෼ݫ͍͠΋ͷͰ͕͢ɺࣔࠦʹ෋Μ࣭ͩ໰ͱັྗతͳετʔϦʔͰ ߏ੒͞Ε͍ͯ·͢ɻ͜ͷຊֶ͕ੜ΍ٻ৬ऀʹͱͬͯಛʹՁ஋͕͋Δͷ͸ɺͲΜͳτϐοΫͰ΋ࣗ৴Λ࣋ͬͯૉૣ͘࿩͢͜ͱ͕Ͱ͖Δೳྗɺٕज़
తͳ࣭໰ʹ໌͔֬ͭਖ਼֬ʹ౴͑Δ͜ͱ͕Ͱ͖Δೳྗɺͦͯ͠໘઀Ͱͷ࣭໰ͱճ౴ͷ໨తͱҙຯΛ׬શʹཧղ͢ΔೳྗΛ਎ʹ͚ͭΔ͜ͱ͕Ͱ͖ Δ͔ΒͰ͢ɻ͜ΕΒ͸ɺ໘઀ͷ৔ʹྟΉࡍʹඞཁෆՄܽͳڧྗͳ෢ثͱͳΓ·͢ɻ͜ͷຊͷ಺༰͸ɺ%-൛ͷब৬໘઀΍େֶӃϨϕϧͷࢼݧʹ ؔ࿈͢Δ਺ଟ͘ͷτϐοΫͷେ͖ͳ໨࿥Ͱ͢ɻ͜Ε͸ɺ࣮ફతͳ਺ֶతɾܭࢉతεΩϧͷίΞηοτΛڭ͑Α͏ͱ͍͏Պֶքͷಈ͖ͷதͰɺ ͜ͷ࡞඼͕࠷ઌ୺ʹҐஔ͍ͯ͠Δ͜ͱΛ͍ࣔͯ͠·͢ɻ͢΂ͯͷίϯϐϡʔλαΠΤϯςΟετͷτϨʔχϯάʹ͸ɺ.-ͷجຊతͳఆཧؚ͕ ·Ε͍ͯͳ͚Ε͹ͳΒͳ͍ͱ޿͘ೝΊΒΕ͓ͯΓɺ"*͸΄΅͢΂ͯͷେֶͷΧϦΩϡϥϜʹؚ·Ε͍ͯ·͢ɻ͜ͷຊ͸ɺͦͷΑ͏ͳϓϩάϥϜ ͷଔۀੜͷͨΊͷ༏Εͨࢀߟॻͱͯ͠ઃܭ͞Ε͍ͯ·͢ɻ 5PQIZQF σΟʔϓϥʔχϯάͷΠϯλϏϡʔɻ"*ͷ෯޿͍ओཁͳτϐοΫ͔Βɺ׬શʹղܾ͞Εͨ਺ඦͷδϣϒΠϯλϏϡʔͷ࣭໰͕͋Γ·͢ɻ ݪจ%FFQ-FBSOJOH*OUFSWJFXT)VOESFETPGGVMMZTPMWFEKPCJOUFSWJFXRVFTUJPOTGSPNBXJEFSBOHFPGLFZUPQJDTJO"* 72 ॏෳ 5PQSFDFOU

XXX%FFQ-DPN5SBOTMBUPSʹΑΔ຋༁Λར༻͍͖ͤͯͨͩ͞·ͨ͠ɻ

AI最新論文読み会2022年2月

AI最新論文読み会2022年2月

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