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July 2016 (FOFSBUJWF"EWFSTBSJBM /FUXPSLT

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Tokyo Machine Learning Society Presentation Reactive (FOFSBUFOBUVSBMMPPLJOHJNBHFT %PTFNJTVQFSWJTFEMFBSOJOHXJUIGFXMBCFMT CVUNBOZVOMBCFMFETBNQMFT (FOFSBUFJNBHFTPGQMBOFTXJUICJSEMFHT 8IZ(FOFSBUJWF"EWFSTBSJBM/FUXPSLT

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Tokyo Machine Learning Society Presentation Reactive 5JNFMJOFPGTFMFDUFE(FOFSBUJWF"EWFSTBSJBM/FUXPSLTSFTFBSDI

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Tokyo Machine Learning Society Presentation Reactive (FOFSBUJWF"EWFSTBSJBM/FUXPSLT *BO(PPEGFMMPXFUBM VQMPBEFEJO+VOF 5JNFMJOFPGTFMFDUFE(FOFSBUJWF"EWFSTBSJBM/FUXPSLTSFTFBSDI

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Tokyo Machine Learning Society Presentation Reactive 3BOEPN WFDUPS (FOFSBUPS NPEFM 3BOEPNTBNQMF GSPNUIFEBUBTFU %JTDSJNJOBUPS NPEFM QSPCBCJMJUZ QSPCBCJMJUZ JGSFBM JGHFOFSBUFE (FOFSBUPSJTUSZJOHUPNJOJNJ[FUIFNBYJNVNQPTTJCMF QFSGPSNBODFPGEJTDSJNJOBUPS (FOFSBUJWF"EWFSTBSJBM/FUXPSL

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Tokyo Machine Learning Society Presentation Reactive JNBHFTPVSDFIUUQTQBQFSTOJQTDDQBQFSHFOFSBUJWFBEWFSTBSJBMOFUTQEG /PJTF %JTUSJCVUJPOPG SFBMEBUB %JTUSJCVUJPOPG HFOFSBUFEEBUB %JTDSJNJOBUPS PVUQVU &YBNQMFGPSPOFEJNFOTJPOBMEBUB

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Tokyo Machine Learning Society Presentation Reactive JNBHFTPVSDFIUUQTQBQFSTOJQTDDQBQFSHFOFSBUJWFBEWFSTBSJBMOFUTQEG /PJTF %JTUSJCVUJPOPG SFBMEBUB %JTUSJCVUJPOPG HFOFSBUFEEBUB %JTDSJNJOBUPS PVUQVU &YBNQMFGPSPOFEJNFOTJPOBMEBUB

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Tokyo Machine Learning Society Presentation Reactive JNBHFTPVSDFIUUQTQBQFSTOJQTDDQBQFSHFOFSBUJWFBEWFSTBSJBMOFUTQEG /PJTF %JTUSJCVUJPOPG SFBMEBUB %JTUSJCVUJPOPG HFOFSBUFEEBUB %JTDSJNJOBUPS PVUQVU &YBNQMFGPSPOFEJNFOTJPOBMEBUB

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Tokyo Machine Learning Society Presentation Reactive JNBHFTPVSDFIUUQTQBQFSTOJQTDDQBQFSHFOFSBUJWFBEWFSTBSJBMOFUTQEG /PJTF %JTUSJCVUJPOPG SFBMEBUB %JTUSJCVUJPOPG HFOFSBUFEEBUB %JTDSJNJOBUPS PVUQVU &YBNQMFGPSPOFEJNFOTJPOBMEBUB

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Tokyo Machine Learning Society Presentation Reactive JNBHFTPVSDFIUUQTQBQFSTOJQTDDQBQFSHFOFSBUJWFBEWFSTBSJBMOFUTQEG (FOFSBUFEJNBHFT

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Tokyo Machine Learning Society Presentation Reactive (FOFSBUJWF"EWFSTBSJBM/FUXPSLT *BO(PPEGFMMPXFUBM VQMPBEFEJO+VOF %FFQHFOFSBUJWFJNBHFNPEFMTVTJOHB -BQMBDJBOQZSBNJEPGBEWFSTBSJBMOFUXPSLT &NJMZ%FOUPOFUBM VQMPBEFEJO+VOF 5JNFMJOFPGTFMFDUFE(FOFSBUJWF"EWFSTBSJBM/FUXPSLTSFTFBSDI

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Tokyo Machine Learning Society Presentation Reactive #SFBLUIFDPNQMFYHFOFSBUPSGVODUJPOJOUPBTFSJFTPGMFTTDPNQMFY GVODUJPOT .BJOJEFB

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Tokyo Machine Learning Society Presentation Reactive JNBHFTPVSDFIUUQBSYJWPSHQEGWQEG (FOFSBUFEEJ⒎FSFODF JNBHF "WFDUPSPGSBOEPN OVNCFSTJO< > (FOFSBUPSOFUXPSL %JTDSJNJOBUPS OFUXPSL "DUVBMEJ⒎FSFODF JNBHF 5SBJOJOHUIFNPEFM

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Tokyo Machine Learning Society Presentation Reactive JNBHFTPVSDFIUUQBSYJWPSHQEGWQEG 5SBJOJOHUIFNPEFM

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Tokyo Machine Learning Society Presentation Reactive JNBHFTPVSDFIUUQXXXDTOZVFEVdEFOUPOQBQFSTMBQHBO@TVQQQEG

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Tokyo Machine Learning Society Presentation Reactive JNBHFTPVSDFIUUQBSYJWPSHQEGWQEG (FOFSBUJOHJNBHFT

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Tokyo Machine Learning Society Presentation Reactive JNBHFTPVSDF JNBHFqJQQFEIPSJ[POUBMMZ IUUQBSYJWPSHQEGWQEG $PBSTFUPpOFJNBHFHFOFSBUJPOQSPDFTT

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Tokyo Machine Learning Society Presentation Reactive JNBHFTPVSDFIUUQXXXDTOZVFEVdEFOUPOQBQFSTMBQHBO@TMJEFTQEG (FOFSBUFEDIVSDIFT

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Tokyo Machine Learning Society Presentation Reactive (FOFSBUJWF"EWFSTBSJBM/FUXPSLT *BO(PPEGFMMPXFUBM VQMPBEFEJO+VOF %FFQHFOFSBUJWFJNBHFNPEFMTVTJOHB -BQMBDJBOQZSBNJEPGBEWFSTBSJBMOFUXPSLT &NJMZ%FOUPOFUBM VQMPBEFEJO+VOF 6OTVQFSWJTFESFQSFTFOUBUJPOMFBSOJOHXJUI EFFQDPOWPMVUJPOBMHFOFSBUJWFBEWFSTBSJBMOFUXPSLT "MFD3BEGPSEFUBM VQMPBEFEJO/PWFNCFS 5JNFMJOFPGTFMFDUFE(FOFSBUJWF"EWFSTBSJBM/FUXPSLTSFTFBSDI

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Tokyo Machine Learning Society Presentation Reactive %FFQDPOWPMVUJPOBMHFOFSBUJWFBEWFSTBSJBMOFUXPSLT %$("/ ("/XJUICFUUFSOFUXPSLBSDIJUFDUVSF

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Tokyo Machine Learning Society Presentation Reactive 5SJDLT 3FQMBDFQPPMJOHXJUITUSJEFEDPOWPMVUJPOTJOEJTDSJNJOBUPS 6TFGSBDUJPOBMTUSJEFEDPOWPMVUJPOT EFDPOWPMVUJPOT JOHFOFSBUPS JNBHFTPVSDFIUUQTBSYJWPSHQEGWQEG

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Tokyo Machine Learning Society Presentation Reactive 5SJDLT 3FQMBDFQPPMJOHXJUITUSJEFEDPOWPMVUJPOTJOEJTDSJNJOBUPS 6TFGSBDUJPOBMTUSJEFEDPOWPMVUJPOT EFDPOWPMVUJPOT JOHFOFSBUPS 6TFCBUDIOPSNBMJ[BUJPOJOCPUIUIFHFOFSBUPSBOEUIFEJTDSJNJOBUPS 3FNPWFGVMMZDPOOFDUFEIJEEFOMBZFSTGPSEFFQFSBSDIJUFDUVSFT 6TF3F-6BDUJWBUJPOJOHFOFSBUPSGPSBMMMBZFSTFYDFQUGPSUIFPVUQVU XIJDIVTFT5BOI 6TF-FBLZ3F-6BDUJWBUJPOJOUIFEJTDSJNJOBUPSGPSBMMMBZFST 6TF"%".PQUJNJ[BUJPONFUIPEGPSPQUJNJ[BUJPO BOEUXFBLUIF IZQFSQBSBNFUFST

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Tokyo Machine Learning Society Presentation Reactive JNBHFTPVSDFIUUQTBSYJWPSHQEGWQEG (FOFSBUFECFESPPNJNBHFT

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Tokyo Machine Learning Society Presentation Reactive .PSFJNBHFT JNBHFTPVSDFIUUQTBSYJWPSHQEGWQEG

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Tokyo Machine Learning Society Presentation Reactive .PSFJNBHFT 0VSGSJFOE JNBHFTPVSDFIUUQTBSYJWPSHQEGWQEG

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Tokyo Machine Learning Society Presentation Reactive JNBHFTPVSDFIUUQTBSYJWPSHQEGWQEG "SJUINFUJDTXJUIWFDUPST

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Tokyo Machine Learning Society Presentation Reactive (FOFSBUJWF"EWFSTBSJBM/FUXPSLT *BO(PPEGFMMPXFUBM VQMPBEFEJO+VOF %FFQHFOFSBUJWFJNBHFNPEFMTVTJOHB -BQMBDJBOQZSBNJEPGBEWFSTBSJBMOFUXPSLT &NJMZ%FOUPOFUBM VQMPBEFEJO+VOF 6OTVQFSWJTFESFQSFTFOUBUJPOMFBSOJOHXJUI EFFQDPOWPMVUJPOBMHFOFSBUJWFBEWFSTBSJBMOFUXPSLT "MFD3BEGPSEFUBM VQMPBEFEJO/PWFNCFS *NQSPWFE5FDIOJRVFTGPS5SBJOJOH("/T 5JN4BMJNBOTFUBM 6QMPBEFE+VOF 5JNFMJOFPGTFMFDUFE(FOFSBUJWF"EWFSTBSJBM/FUXPSLTSFTFBSDI

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Tokyo Machine Learning Society Presentation Reactive .PSFUSJDLTGPSUSBJOJOH("/T 'FBUVSFNBUDIJOH (FOFSBUPSPCKFDUJWF

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Tokyo Machine Learning Society Presentation Reactive .PSFUSJDLTGPSUSBJOJOH("/T 'FBUVSFNBUDIJOH .JOJCBUDIEJTDSJNJOBUJPOQBTTUIFJOGPSNBUJPOBCPVUUIFTJNJMBSJUZ CFUXFFOTBNQMFTXJUIJONJOJCBUDIUPUIFEJTDSJNJOBUPSOFUXPSL

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Tokyo Machine Learning Society Presentation Reactive (FOFSBUFETNBMMJNBHFTBSFPGHPPERVBMJUZ JNBHFTPVSDFIUUQTBSYJWPSHQEGWQEG

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Tokyo Machine Learning Society Presentation Reactive JNBHFTPVSDFIUUQTBSYJWPSHQEGWQEG 3FBMIPSTF 3FBMDBS (FOFSBUFETNBMMJNBHFTBSFPGHPPERVBMJUZ

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Tokyo Machine Learning Society Presentation Reactive +VOF +VOF 1SPHSFTTPGUIFQBTUUXPZFBST "NB[JOH JNBHFT`TPVSDFT IUUQTQBQFSTOJQTDDQBQFSHFOFSBUJWFBEWFSTBSJBMOFUTQEG IUUQTBSYJWPSHQEGWQEG

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Tokyo Machine Learning Society Presentation Reactive %$("/ *NQSPWFE("/ -BSHFBOEDPNQMFYJNBHFHFOFSBUJPOJTTUJMMBOPQFOQSPCMFN JNBHFTPVSDFIUUQTBSYJWPSHQEGWQEG

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Tokyo Machine Learning Society Presentation Reactive 4FNJTVQFSWJTFEMFBSOJOHXJUI("/T 6TFDMBTTJpFSBTBEJTDSJNJOBUPSCZBEEJOHBlHFOFSBUFEEBUBz , DMBTTUPJUTMJTUPGDMBTTFTGPSDMBTTJpDBUJPO 0QUJNJ[FTVQFSWJTFEBOEVOTVQFSWJTFEMPTTFTKPJOUMZ "DIJFWFTTUBUFPGUIFBSUGPSTFNJTVQFSWJTFEMFBSOJOHPO ./*45 $*'"3 47)/

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Tokyo Machine Learning Society Presentation Reactive $PODMVTJPO 6TF("/TGPSHFOFSBUJOHTNBMMJNBHFT PSMBSHFCVUOPU DPNQMFYJNBHFT 6TF("/TUPUSBJODMBTTJpFSTXIFOZPVIBWFTNBMMBNPVOU PGMBCFMFEJNBHFT BOEMBSHFBNPVOUPGVOMBCFMFEJNBHFT

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Tokyo Machine Learning Society Presentation Reactive • Generative adversarial nets 
 (Ian J. Goodfellow, Jean Pouget-Abadie, Mehdi Mirza, Bing Xu, David Warde-Farley, Sherjil Ozair, Aaron Courville, Yoshua Bengio, NIPS, 2014) • Deep generative image models using a Laplacian pyramid of adversarial networks 
 (Emily Denton, Soumith Chintala, Arthur Szlam, Rob Fergus, NIPS, 2015) • Unsupervised representation learning with deep convolutional generative adversarial networks
 (Alec Radford, Luke Metz, Soumith Chintala, ICLR, 2016) • Improved Techniques for Training GANs 
 (Tim Salimans, Ian J. Goodfellow, Wojciech Zaremba, Vicki Cheung, Alec Radford, Xi Chen, arXiv: 1606.03498, 2016) 3FGFSFODFT