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量子コンピュータの現状と可能性
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KeisukeFujii
November 20, 2019
Research
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量子コンピュータの現状と可能性
KeisukeFujii
November 20, 2019
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Transcript
ྔࢠίϯϐϡʔλ ͷݱঢ়ͱՄೳੑ !"84 ౻Ҫܒ༞ େࡕେֶେֶӃجૅֶݚڀՊ γεςϜઐ߈ిࢠޫՊֶྖҬ ݉ େࡕେֶઌಋతֶࡍݚڀػߏྔࢠใɾྔࢠੜ໋ݚڀ෦ ݉ +45͖͕͚͞ݚڀһ
IPAະ౿ϓϩδΣΫτ ྔࢠίϯϐϡʔλ w XFC։ൃ͚ΦʔϓϯιʔεྔࢠܭࢉϥΠϒϥϦͷ։ൃ w ྔࢠίϯϐϡʔλʹΑΔެฏͳநબγεςϜͷ։ൃ w ήʔτࣜྔࢠίϯϐϡʔλͱػցֶशʹΑΔߴϞϯςΧϧϩܭࢉ w มྔࢠճ࿏ͷߴࣗಈ࠷దԽπʔϧͷ։ൃ
ϓϩδΣΫτϚωʔδϟ
IPAະ౿ϓϩδΣΫτ ྔࢠίϯϐϡʔλ w XFC։ൃ͚ΦʔϓϯιʔεྔࢠܭࢉϥΠϒϥϦͷ։ൃ w ྔࢠίϯϐϡʔλʹΑΔެฏͳநબγεςϜͷ։ൃ w ήʔτࣜྔࢠίϯϐϡʔλͱػցֶशʹΑΔߴϞϯςΧϧϩܭࢉ w มྔࢠճ࿏ͷߴࣗಈ࠷దԽπʔϧͷ։ൃ
ϓϩδΣΫτϚωʔδϟ w ߴγϛϡϨʔλ w ࡐྉϝʔΧʔͱڠۀ w ࠃࡍֶձͰ࠾ w จΛൃද w ࣮ػͷར༻ 3JHFUUJ w ڭҭڥͷඋ Τϯδ χΞɾ Ϧαʔνϟʔ ઈࢍืूத ࢁຊوത Engineer QunaSys:ྔࢠίϯϐϡʔλιϑτΣΞϕϯνϟ
ྔࢠίϯϐϡʔλͷྺ࢙ ϥϯμΞ ϑΝΠϯϚϯ υΠονϡ 1920~ ͷख़ ϋΠθϯϕϧά γϡϨʔσΟϯΨʔ ‘81 ‘85
ྔࢠྗֶͷੜ ྔࢠίϯϐϡʔλ ྔࢠνϡʔϦϯάػց γϣΞ ૉҼղΞϧΰϦζϜ ʢRSA҉߸ʣ ୈҰظϒʔϜ NEC தଜɾᤚઌੜ ‘94 ‘95 ‘98 ‘99 ݻମૉࢠͰྔࢠϏοτ ྔࢠޡΓగਖ਼ ઌੜ ʢ౦େʣ ྔࢠίϯϐϡʔλ ͋ΔछͷॏཁͳܭࢉΛ ࢦతʹߴʹղ͚Δ ྔࢠίϯϐϡʔλσδλϧ ਫ਼อূͰ͖Δ ྔࢠΞχʔϦϯά
ྔࢠίϯϐϡʔλͷྺ࢙ ϥϯμΞ ϑΝΠϯϚϯ υΠονϡ 1920~ ͷख़ ϋΠθϯϕϧά γϡϨʔσΟϯΨʔ ‘81 ‘85
ྔࢠྗֶͷੜ ྔࢠίϯϐϡʔλ ྔࢠνϡʔϦϯάػց ؆୯ͳཧΓ ਚ͘͞ΕΔ ྔࢠϏοτͷ͕ ͳ͔ͳ͔૿͑ͳ͍ ౻Ҫܒ༞ ྔࢠίϯϐϡʔλͷ ݚڀΛ։࢝͢Δʢ’06ʣ ఀظ γϣΞ ૉҼղΞϧΰϦζϜ ʢRSA҉߸ʣ ୈҰظϒʔϜ NEC தଜɾᤚઌੜ ‘94 ‘95 ‘98 ‘99 ݻମૉࢠͰྔࢠϏοτ ྔࢠޡΓగਖ਼ ઌੜ ʢ౦େʣ ྔࢠίϯϐϡʔλ ͋ΔछͷॏཁͳܭࢉΛ ࢦతʹߴʹղ͚Δ ྔࢠίϯϐϡʔλσδλϧ ਫ਼อূͰ͖Δ ྔࢠΞχʔϦϯά
ྔࢠίϯϐϡʔλͷྺ࢙ ϥϯμΞ ϑΝΠϯϚϯ υΠονϡ 1920~ ͷख़ ϋΠθϯϕϧά γϡϨʔσΟϯΨʔ ‘81 ‘85
ྔࢠྗֶͷੜ ྔࢠίϯϐϡʔλ ྔࢠνϡʔϦϯάػց ؆୯ͳཧΓ ਚ͘͞ΕΔ ྔࢠϏοτͷ͕ ͳ͔ͳ͔૿͑ͳ͍ ౻Ҫܒ༞ ྔࢠίϯϐϡʔλͷ ݚڀΛ։࢝͢Δʢ’06ʣ ఀظ ‘11 D-wave(Χφμ) Google͕ D-wave ϚγϯΛ ߪೖͯ͠ݚڀΛ։࢝ ྔࢠΞχʔϥ γϣΞ ૉҼղΞϧΰϦζϜ ʢRSA҉߸ʣ ୈҰظϒʔϜ NEC தଜɾᤚઌੜ ‘94 ‘95 ‘98 ‘99 ݻମૉࢠͰྔࢠϏοτ ྔࢠޡΓగਖ਼ ઌੜ ʢ౦େʣ ྔࢠίϯϐϡʔλ ͋ΔछͷॏཁͳܭࢉΛ ࢦతʹߴʹղ͚Δ ྔࢠίϯϐϡʔλσδλϧ ਫ਼อূͰ͖Δ ྔࢠΞχʔϦϯά
ྔࢠίϯϐϡʔλͷྺ࢙ ϥϯμΞ ϑΝΠϯϚϯ υΠονϡ 1920~ ͷख़ ϋΠθϯϕϧά γϡϨʔσΟϯΨʔ ‘81 ‘85
ྔࢠྗֶͷੜ ྔࢠίϯϐϡʔλ ྔࢠνϡʔϦϯάػց ؆୯ͳཧΓ ਚ͘͞ΕΔ ྔࢠϏοτͷ͕ ͳ͔ͳ͔૿͑ͳ͍ ౻Ҫܒ༞ ྔࢠίϯϐϡʔλͷ ݚڀΛ։࢝͢Δʢ’06ʣ ఀظ ‘11 D-wave(Χφμ) Google͕ D-wave ϚγϯΛ ߪೖͯ͠ݚڀΛ։࢝ ྔࢠΞχʔϥ ‘14 ߴ࣮Λ࣮ݱ Googleήʔτܕྔࢠί ϯϐϡʔλʹࢀઓ Ϛϧνωε 5-ྔࢠϏοτ γϣΞ ૉҼղΞϧΰϦζϜ ʢRSA҉߸ʣ ୈҰظϒʔϜ NEC தଜɾᤚઌੜ ‘94 ‘95 ‘98 ‘99 ݻମૉࢠͰྔࢠϏοτ ྔࢠޡΓగਖ਼ ઌੜ ʢ౦େʣ ྔࢠίϯϐϡʔλ ͋ΔछͷॏཁͳܭࢉΛ ࢦతʹߴʹղ͚Δ ྔࢠίϯϐϡʔλσδλϧ ਫ਼อূͰ͖Δ ྔࢠΞχʔϦϯά
ྔࢠίϯϐϡʔλͷྺ࢙ ϥϯμΞ ϑΝΠϯϚϯ υΠονϡ 1920~ ͷख़ ϋΠθϯϕϧά γϡϨʔσΟϯΨʔ ‘81 ‘85
ྔࢠྗֶͷੜ ྔࢠίϯϐϡʔλ ྔࢠνϡʔϦϯάػց ྔࢠӽੑ 2019 (ྔࢠՃͷ࣮ূ) ‘16 ‘17 20-50ྔࢠϏοτ IBM͕IBMQ ΛΫϥυͰެ։ ୈೋظϒʔϜ ؆୯ͳཧΓ ਚ͘͞ΕΔ ྔࢠϏοτͷ͕ ͳ͔ͳ͔૿͑ͳ͍ ౻Ҫܒ༞ ྔࢠίϯϐϡʔλͷ ݚڀΛ։࢝͢Δʢ’06ʣ ఀظ ‘11 D-wave(Χφμ) Google͕ D-wave ϚγϯΛ ߪೖͯ͠ݚڀΛ։࢝ ྔࢠΞχʔϥ ‘14 ߴ࣮Λ࣮ݱ Googleήʔτܕྔࢠί ϯϐϡʔλʹࢀઓ Ϛϧνωε 5-ྔࢠϏοτ γϣΞ ૉҼղΞϧΰϦζϜ ʢRSA҉߸ʣ ୈҰظϒʔϜ NEC தଜɾᤚઌੜ ‘94 ‘95 ‘98 ‘99 ݻମૉࢠͰྔࢠϏοτ ྔࢠޡΓగਖ਼ ઌੜ ʢ౦େʣ ྔࢠίϯϐϡʔλ ͋ΔछͷॏཁͳܭࢉΛ ࢦతʹߴʹղ͚Δ ྔࢠίϯϐϡʔλσδλϧ ਫ਼อূͰ͖Δ ྔࢠΞχʔϦϯά
ྔࢠίϯϐϡʔλͷྺ࢙ ϥϯμΞ ϑΝΠϯϚϯ υΠονϡ 1920~ ͷख़ ϋΠθϯϕϧά γϡϨʔσΟϯΨʔ ‘81 ‘85
ྔࢠྗֶͷੜ ྔࢠίϯϐϡʔλ ྔࢠνϡʔϦϯάػց ྔࢠӽੑ 2019 (ྔࢠՃͷ࣮ূ) ‘16 ‘17 20-50ྔࢠϏοτ IBM͕IBMQ ΛΫϥυͰެ։ ୈೋظϒʔϜ ؆୯ͳཧΓ ਚ͘͞ΕΔ ྔࢠϏοτͷ͕ ͳ͔ͳ͔૿͑ͳ͍ ౻Ҫܒ༞ ྔࢠίϯϐϡʔλͷ ݚڀΛ։࢝͢Δʢ’06ʣ ఀظ ‘11 D-wave(Χφμ) Google͕ D-wave ϚγϯΛ ߪೖͯ͠ݚڀΛ։࢝ ྔࢠΞχʔϥ ‘14 ߴ࣮Λ࣮ݱ Googleήʔτܕྔࢠί ϯϐϡʔλʹࢀઓ Ϛϧνωε 5-ྔࢠϏοτ γϣΞ ૉҼղΞϧΰϦζϜ ʢRSA҉߸ʣ ୈҰظϒʔϜ NEC தଜɾᤚઌੜ ‘94 ‘95 ‘98 ‘99 ݻମૉࢠͰྔࢠϏοτ ྔࢠޡΓగਖ਼ ઌੜ ʢ౦େʣ ྔࢠίϯϐϡʔλ ͋ΔछͷॏཁͳܭࢉΛ ࢦతʹߴʹղ͚Δ ྔࢠίϯϐϡʔλσδλϧ ਫ਼อূͰ͖Δ ྔࢠΞχʔϦϯά 2014.8.25
ྔࢠίϯϐϡʔλͷྺ࢙ ϥϯμΞ ϑΝΠϯϚϯ υΠονϡ 1920~ ͷख़ ϋΠθϯϕϧά γϡϨʔσΟϯΨʔ ‘81 ‘85
ྔࢠྗֶͷੜ ྔࢠίϯϐϡʔλ ྔࢠνϡʔϦϯάػց ྔࢠӽੑ 2019 (ྔࢠՃͷ࣮ূ) ‘16 ‘17 20-50ྔࢠϏοτ IBM͕IBMQ ΛΫϥυͰެ։ ୈೋظϒʔϜ ؆୯ͳཧΓ ਚ͘͞ΕΔ ྔࢠϏοτͷ͕ ͳ͔ͳ͔૿͑ͳ͍ ౻Ҫܒ༞ ྔࢠίϯϐϡʔλͷ ݚڀΛ։࢝͢Δʢ’06ʣ ఀظ ‘11 D-wave(Χφμ) Google͕ D-wave ϚγϯΛ ߪೖͯ͠ݚڀΛ։࢝ ྔࢠΞχʔϥ ‘14 ߴ࣮Λ࣮ݱ Googleήʔτܕྔࢠί ϯϐϡʔλʹࢀઓ Ϛϧνωε 5-ྔࢠϏοτ γϣΞ ૉҼղΞϧΰϦζϜ ʢRSA҉߸ʣ ୈҰظϒʔϜ NEC தଜɾᤚઌੜ ‘94 ‘95 ‘98 ‘99 ݻମૉࢠͰྔࢠϏοτ ྔࢠޡΓగਖ਼ ઌੜ ʢ౦େʣ ྔࢠίϯϐϡʔλ ͋ΔछͷॏཁͳܭࢉΛ ࢦతʹߴʹղ͚Δ ྔࢠίϯϐϡʔλσδλϧ ਫ਼อূͰ͖Δ ྔࢠΞχʔϦϯά 2014.8.25 IUUQTQFDUSVNJFFFPSHUFDIUBMLDPNQVUJOHIBSEXBSFHPPHMFIJSFTRVBOUVN DPNQVUJOHFYQFSUKPIONBSUJOJTUPCVJMEOFXIBSEXBSF
ྔࢠίϯϐϡʔλͷྺ࢙ ϥϯμΞ ϑΝΠϯϚϯ υΠονϡ 1920~ ͷख़ ϋΠθϯϕϧά γϡϨʔσΟϯΨʔ ‘81 ‘85
ྔࢠྗֶͷੜ ྔࢠίϯϐϡʔλ ྔࢠνϡʔϦϯάػց ྔࢠӽੑ 2019 (ྔࢠՃͷ࣮ূ) ‘16 ‘17 20-50ྔࢠϏοτ IBM͕IBMQ ΛΫϥυͰެ։ ୈೋظϒʔϜ ؆୯ͳཧΓ ਚ͘͞ΕΔ ྔࢠϏοτͷ͕ ͳ͔ͳ͔૿͑ͳ͍ ౻Ҫܒ༞ ྔࢠίϯϐϡʔλͷ ݚڀΛ։࢝͢Δʢ’06ʣ ఀظ ‘11 D-wave(Χφμ) Google͕ D-wave ϚγϯΛ ߪೖͯ͠ݚڀΛ։࢝ ྔࢠΞχʔϥ ‘14 ߴ࣮Λ࣮ݱ Googleήʔτܕྔࢠί ϯϐϡʔλʹࢀઓ Ϛϧνωε 5-ྔࢠϏοτ γϣΞ ૉҼղΞϧΰϦζϜ ʢRSA҉߸ʣ ୈҰظϒʔϜ NEC தଜɾᤚઌੜ ‘94 ‘95 ‘98 ‘99 ݻମૉࢠͰྔࢠϏοτ ྔࢠޡΓగਖ਼ ઌੜ ʢ౦େʣ ྔࢠίϯϐϡʔλ ͋ΔछͷॏཁͳܭࢉΛ ࢦతʹߴʹղ͚Δ ྔࢠίϯϐϡʔλσδλϧ ਫ਼อূͰ͖Δ ྔࢠΞχʔϦϯά
ྔࢠίϯϐϡʔλͷྺ࢙ ϥϯμΞ ϑΝΠϯϚϯ υΠονϡ 1920~ ͷख़ ϋΠθϯϕϧά γϡϨʔσΟϯΨʔ ‘81 ‘85
ྔࢠྗֶͷੜ ྔࢠίϯϐϡʔλ ྔࢠνϡʔϦϯάػց ྔࢠӽੑ 2019 (ྔࢠՃͷ࣮ূ) ‘16 ‘17 20-50ྔࢠϏοτ IBM͕IBMQ ΛΫϥυͰެ։ ୈೋظϒʔϜ ؆୯ͳཧΓ ਚ͘͞ΕΔ ྔࢠϏοτͷ͕ ͳ͔ͳ͔૿͑ͳ͍ ౻Ҫܒ༞ ྔࢠίϯϐϡʔλͷ ݚڀΛ։࢝͢Δʢ’06ʣ ఀظ ‘11 D-wave(Χφμ) Google͕ D-wave ϚγϯΛ ߪೖͯ͠ݚڀΛ։࢝ ྔࢠΞχʔϥ ‘14 ߴ࣮Λ࣮ݱ Googleήʔτܕྔࢠί ϯϐϡʔλʹࢀઓ Ϛϧνωε 5-ྔࢠϏοτ γϣΞ ૉҼղΞϧΰϦζϜ ʢRSA҉߸ʣ ୈҰظϒʔϜ NEC தଜɾᤚઌੜ ‘94 ‘95 ‘98 ‘99 ݻମૉࢠͰྔࢠϏοτ ྔࢠޡΓగਖ਼ ઌੜ ʢ౦େʣ ྔࢠίϯϐϡʔλ ͋ΔछͷॏཁͳܭࢉΛ ࢦతʹߴʹղ͚Δ ྔࢠίϯϐϡʔλσδλϧ ਫ਼อূͰ͖Δ ྔࢠΞχʔϦϯά
1 10 102 103 104 2!HPPHMF 2!HPPHMF
2!HPPHMF 2!HPPHMF 2!*#. 2!*#. 2!"MJCBCB 2 !3JHFUUJ ྔࢠӽ 105 106 108 107 2!*PO2 2!*#. 2!*PO2 “ྔࢠ൛” ϜʔΞͷ๏ଇ? 2!HPPHMF ྔࢠϏοτˠ1#ZUF
1 10 102 103 104 2!HPPHMF 2!HPPHMF
2!HPPHMF 2!HPPHMF 2!*#. 2!*#. 2!"MJCBCB 2 !3JHFUUJ ྔࢠӽ 105 106 108 107 2!*PO2 2!*#. 2!*PO2 “ྔࢠ൛” ϜʔΞͷ๏ଇ? *PO22 2 22 HFNPO2 22. CSJTUPMDPOF2 2 4ZDBNPSF2 *#.24ZTUFN0OF2 2 2 2!HPPHMF ྔࢠϏοτˠ1#ZUF
1 10 102 103 104 2!HPPHMF 2!HPPHMF
2!HPPHMF 2!HPPHMF 2!*#. 2!*#. 2!"MJCBCB 2 !3JHFUUJ ྔࢠӽ 105 106 108 107 2!*PO2 2!*#. 2!*PO2 “ྔࢠ൛” ϜʔΞͷ๏ଇ? *PO22 2 22 HFNPO2 22. CSJTUPMDPOF2 2 4ZDBNPSF2 *#.24ZTUFN0OF2 2 2 2!HPPHMF ྔࢠϏοτˠ1#ZUF
Googleͷྔࢠӽੑͱ Google team, Nature 574 510 (2019) ྔࢠϏοτ º࣍ݩ
Googleͷྔࢠӽੑͱ Google team, Nature 574 510 (2019) ྔࢠϏοτ º࣍ݩ ࣍ݩਖ਼ํ֨ࢠ্ͰϥϯμϜͳྔࢠճ࿏
º º
Googleͷྔࢠӽੑͱ Google team, Nature 574 510 (2019) ྔࢠϏοτ º࣍ݩ ग़ྗͷݕূͱγϛϡϨʔγϣϯ࣌ؒͷਪఆ
࣍ݩਖ਼ํ֨ࢠ্ͰϥϯμϜͳྔࢠճ࿏ º º
Googleͷྔࢠӽੑͱ wྔࢠӽੑʹඞཁͳཁૉ ϓϩάϥϜՄೳͳཧܥ ֶతʹఆࣜԽՄೳͳλεΫ ैདྷίϯϐϡʔλΛ྇կ εύίϯͰ͘͠ͳΔΑ͏ͳαΠζͰ ݹయͷطͷϕετΞϧΰϦζϜʹ͍ͨͯ͠εέʔϦϯάͷࠩ
200ඵ 10000 (2.5 days) 74 IBM͔Βͷ wҙຯͷ͋ΔλεΫͰͳ͘ɺͪʹʹཱͭΘ͚Ͱͳ͍ Google team, Nature 574 510 (2019)
Googleͷྔࢠӽੑͱ wྔࢠӽੑʹඞཁͳཁૉ ϓϩάϥϜՄೳͳཧܥ ֶతʹఆࣜԽՄೳͳλεΫ ैདྷίϯϐϡʔλΛ྇կ εύίϯͰ͘͠ͳΔΑ͏ͳαΠζͰ ݹయͷطͷϕετΞϧΰϦζϜʹ͍ͨͯ͠εέʔϦϯάͷࠩ
200ඵ 10000 (2.5 days) 74 IBM͔Βͷ wҙຯͷ͋ΔλεΫͰͳ͘ɺͪʹʹཱͭΘ͚Ͱͳ͍ Google team, Nature 574 510 (2019)
೦ͳ͓ΒͤN @@ N ݱஈ֊ͷྔࢠίϯϐϡʔλ҉߸ղಡʢૉ ҼղʣΛؚΊɺʹཱ͕ͭߴʹ ղ͚ΔϨϕϧͰ͍͟͝·ͤΜ ϩʔϚҰʹͯ͠Βͣ
೦ͳ͓ΒͤN @@ N ݱஈ֊ͷྔࢠίϯϐϡʔλ҉߸ղಡʢૉ ҼղʣΛؚΊɺʹཱ͕ͭߴʹ ղ͚ΔϨϕϧͰ͍͟͝·ͤΜ ϩʔϚҰʹͯ͠Βͣ
1 10 102 103 104 2!HPPHMF 2!HPPHMF
2!HPPHMF 2!HPPHMF 2!*#. 2!*#. 2!"MJCBCB 2 !3JHFUUJ ྔࢠӽ 105 106 108 107 2!*PO2 2!*#. 2!*PO2 “ྔࢠ൛” ϜʔΞͷ๏ଇ? 2!HPPHMF ྔࢠϏοτˠ1#ZUF
1 10 102 103 104 2!HPPHMF 2!HPPHMF
2!HPPHMF 2!HPPHMF 2!*#. 2!*#. 2!"MJCBCB 2 !3JHFUUJ ྔࢠӽ 105 106 108 107 2!*PO2 2!*#. 2!*PO2 ޡΓੑྔࢠίϯϐϡʔλ ཧతʹੑೳ͕อো͞ΕͨྔࢠΞϧΰϦζϜ ʹΑΔࢦؔతͳܭࢉͷՃ “ྔࢠ൛” ϜʔΞͷ๏ଇ? 2!HPPHMF ྔࢠϏοτˠ1#ZUF
1 10 102 103 104 2!HPPHMF 2!HPPHMF
2!HPPHMF 2!HPPHMF 2!*#. 2!*#. 2!"MJCBCB 2 !3JHFUUJ ྔࢠӽ 105 106 108 107 2!*PO2 2!*#. 2!*PO2 NISQ (noisy intermediate scale quantum technology) খɾதنͰϊΠζΛؚΉྔࢠίϯϐϡʔλ ޡΓੑྔࢠίϯϐϡʔλ ཧతʹੑೳ͕อো͞ΕͨྔࢠΞϧΰϦζϜ ʹΑΔࢦؔతͳܭࢉͷՃ “ྔࢠ൛” ϜʔΞͷ๏ଇ? 2!HPPHMF ྔࢠϏοτˠ1#ZUF
ྔࢠճ࿏ֶश “Quantum Circuit Learning”, K. Mitarai, M. Negoro, M. Kitagawa,
and K. Fujii Phys. Rev. A 98, 032309 (2018) NISQͷͨΊͷྔࢠػցֶशΞϧΰϦζϜ(ྔࢠճ࿏ֶश)ͱͦͷύϥϝʔλ ௐ๏ΛఏҊ ඇઢܗؔͷֶशʢ൚Խʣ ̎ྨͷֶश ɾɾɾ ɾɾɾ ೖྗ σʔλͷ ຒΊࠐΈ R(✓(i) 1 ) R(✓(i) 2 ) R(✓(i) 3 ) R(✓(i) 4 ) R(✓(i) n ) U(i) entangle ɾɾɾ
“Quantum Circuit Learning”, K. Mitarai, M. Negoro, M. Kitagawa, and
K. Fujii Phys. Rev. A 98, 032309 (2018) NISQͷͨΊͷྔࢠػցֶशΞϧΰϦζϜ(ྔࢠճ࿏ֶश)ͱͦͷύϥϝʔλ ௐ๏ΛఏҊ ඇઢܗؔͷֶशʢ൚Խʣ ̎ྨͷֶश ɾɾɾ ɾɾɾ ೖྗ σʔλͷ ຒΊࠐΈ R(✓(i) 1 ) R(✓(i) 2 ) R(✓(i) 3 ) R(✓(i) 4 ) R(✓(i) n ) U(i) entangle ɾɾɾ ྔࢠճ࿏ֶश
“Quantum Circuit Learning”, K. Mitarai, M. Negoro, M. Kitagawa, and
K. Fujii Phys. Rev. A 98, 032309 (2018) NISQͷͨΊͷྔࢠػցֶशΞϧΰϦζϜ(ྔࢠճ࿏ֶश)ͱͦͷύϥϝʔλ ௐ๏ΛఏҊ ඇઢܗؔͷֶशʢ൚Խʣ ̎ྨͷֶश ɾɾɾ ɾɾɾ ೖྗ σʔλͷ ຒΊࠐΈ R(✓(i) 1 ) R(✓(i) 2 ) R(✓(i) 3 ) R(✓(i) 4 ) R(✓(i) n ) U(i) entangle ɾɾɾ Ͱ݅ͷҾ༻ (PPHMFTDIPMBS *#. ถ 3JHFUUJ ถ 9BOBEV Χφμ ຊݯྔࢠ தࠃ 2Y#SBODI ถ 2$XBSF ถ ;BQBUB ถ ΛؚΉ ྔࢠճ࿏ֶश
“Quantum Circuit Learning”, K. Mitarai, M. Negoro, M. Kitagawa, and
K. Fujii Phys. Rev. A 98, 032309 (2018) NISQͷͨΊͷྔࢠػցֶशΞϧΰϦζϜ(ྔࢠճ࿏ֶश)ͱͦͷύϥϝʔλ ௐ๏ΛఏҊ ඇઢܗؔͷֶशʢ൚Խʣ ̎ྨͷֶश ɾɾɾ ɾɾɾ ೖྗ σʔλͷ ຒΊࠐΈ R(✓(i) 1 ) R(✓(i) 2 ) R(✓(i) 3 ) R(✓(i) 4 ) R(✓(i) n ) U(i) entangle ɾɾɾ AIͷྺ࢙Ͱୈʔ࣍ϒʔϜ͔Βୈೋ࣍ϒʔϜʹ૬. ࠜຊతͳΈͮ͘ΓʹߩݙͰ͖ΔϑΣΠζ →ڝ૪ܹԽத(ಛʹɺถࠃɾதࠃɾΧφμ) Ͱ݅ͷҾ༻ (PPHMFTDIPMBS *#. ถ 3JHFUUJ ถ 9BOBEV Χφμ ຊݯྔࢠ தࠃ 2Y#SBODI ถ 2$XBSF ถ ;BQBUB ถ ΛؚΉ ྔࢠճ࿏ֶश
1 10 102 103 104 2!HPPHMF 2!HPPHMF
2!HPPHMF 2!HPPHMF 2!*#. 2!*#. 2!"MJCBCB 2 !3JHFUUJ ྔࢠӽ 105 106 108 107 2!*PO2 2!*#. 2!*PO2 NISQ (noisy intermediate scale quantum technology) খɾதنͰϊΠζΛؚΉྔࢠίϯϐϡʔλ ޡΓੑྔࢠίϯϐϡʔλ ཧతʹੑೳ͕อো͞ΕͨྔࢠΞϧΰϦζϜ ʹΑΔࢦؔతͳܭࢉͷՃ “ྔࢠ൛” ϜʔΞͷ๏ଇ? 2!HPPHMF ྔࢠϏοτˠ1#ZUF
1 10 102 103 104 2!HPPHMF 2!HPPHMF
2!HPPHMF 2!HPPHMF 2!*#. 2!*#. 2!"MJCBCB 2 !3JHFUUJ ྔࢠӽ 105 106 108 107 2!*PO2 2!*#. 2!*PO2 NISQ (noisy intermediate scale quantum technology) খɾதنͰϊΠζΛؚΉྔࢠίϯϐϡʔλ ޡΓੑྔࢠίϯϐϡʔλ ཧతʹੑೳ͕อো͞ΕͨྔࢠΞϧΰϦζϜ ʹΑΔࢦؔతͳܭࢉͷՃ “ྔࢠ൛” ϜʔΞͷ๏ଇ? 2!HPPHMF ྔࢠϏοτˠ1#ZUF