<\/p>\n
C\u00e1c nh\u00e0 khoa h\u1ecdc m\u00e1y t\u00ednh v\u1eeba ph\u00e1t tri\u1ec3n th\u00e0nh c\u00f4ng m\u1ed9t h\u1ec7 th\u1ed1ng m\u00e1y t\u00ednh ch\u01a1i b\u00e0i m\u1edbi, c\u00f3 t\u00ean Pluribus. T\u1ea1i sao l\u1ea1i c\u00f3 th\u1ec3 kh\u1eb3ng \u0111\u1ecbnh Pluribus th\u00e0nh c\u00f4ng? N\u00f3 c\u00f3 th\u1ec3 \u0111\u00e1nh b\u1ea1i m\u1ed9t s\u1ed1 tuy\u1ec3n th\u1ee7 Texas hold\u2019em poker h\u00e0ng \u0111\u1ea7u th\u1ebf gi\u1edbi, tr\u1edf th\u00e0nh m\u1ed9t trong nh\u1eefng \u0111\u1ed9t ph\u00e1 quan tr\u1ecdng nh\u1ea5t trong ng\u00e0nh tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o.<\/p>\n
Hai n\u0103m tr\u01b0\u1edbc, \u0111\u1ed9i ng\u0169 nghi\u00ean c\u1ee9u t\u1ea1i \u0110\u1ea1i h\u1ecdc Carnegie Mellon ph\u00e1t tri\u1ec3n m\u1ed9t h\u1ec7 th\u1ed1ng ch\u01a1i b\u00e0i poker kh\u00e1c c\u00f3 t\u00ean Libratus, c\u00f3 kh\u1ea3 n\u0103ng h\u1ea1 b\u1ec7 nh\u1eefng ng\u01b0\u1eddi ch\u01a1i poker h\u00e0ng \u0111\u1ea7u th\u1ebf gi\u1edbi trong nh\u1eefng m\u00e0n 1v1 c\u0103ng th\u1eb3ng. Hai ng\u01b0\u1eddi cha c\u1ee7a Libratus, Tuomas Sandholm v\u00e0 Noam Brown \u0111\u00e3 v\u01b0\u1ee3t qua ch\u00ednh gi\u1edbi h\u1ea1n m\u00ecnh \u0111\u1eb7t ra, ph\u00e1t tri\u1ec3n th\u00e0nh c\u00f4ng h\u1ec7 th\u1ed1ng c\u00f3 th\u1ec3 ch\u01a1i Texas hold\u2019em poker trong m\u1ed9t b\u00e0n 6 ng\u01b0\u1eddi. Th\u00e0nh qu\u1ea3 l\u1ea7n n\u00e0y l\u00e0 s\u1ef1 k\u1ebft h\u1ee3p gi\u1eefa ph\u00f2ng th\u00ed nghi\u1ec7m AI c\u1ee7a Facebook v\u00e0 \u0110\u1ea1i h\u1ecdc Carnegie Mellon.<\/p>\n
Trong qu\u00e1 tr\u00ecnh th\u1eed nghi\u1ec7m, Pluribus ch\u1ee9ng minh \u0111\u01b0\u1ee3c kh\u1ea3 n\u0103ng khi \u0111\u00e1nh b\u1ea1i \u0111\u01b0\u1ee3c \u0111\u1ed1i th\u1ee7 c\u1ee7a m\u00ecnh, v\u1edbi hi\u1ec7u n\u0103ng \u0111\u01b0\u1ee3c \u0111\u00e1nh gi\u00e1 l\u00e0 \u201csi\u00eau ph\u00e0m\u201d. Khi \u0111\u1ebfn m\u00e0n \u201cch\u01a1i poker ki\u1ebfm ti\u1ec1n\u201d, Pluribus chi\u1ebfn th\u1eafng thuy\u1ebft ph\u1ee5c v\u00e0 ki\u1ebfm \u0111\u01b0\u1ee3c trung b\u00ecnh 1.000 USD\/gi\u1edd.<\/p>\n
Su\u1ed1t nhi\u1ec1u th\u1eadp k\u1ef7 qua, c\u00e1c nh\u00e0 nghi\u00ean c\u1ee9u AI \u0111\u00e3 \u0111\u1ea1t nhi\u1ec1u th\u00e0nh c\u00f4ng trong vi\u1ec7c hu\u1ea5n luy\u1ec7n tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o ch\u01a1i \u0111\u01b0\u1ee3c nh\u1eefng tr\u00f2 \u201c\u0111\u01a1n gi\u1ea3n\u201d: t\u1ea5t c\u1ea3 th\u00f4ng tin \u0111\u1ec1u n\u1eb1m tr\u01b0\u1edbc m\u1eaft, ch\u1ec9 \u0111\u1ed1i \u0111\u1ea7u v\u1edbi m\u1ed9t \u0111\u1ed1i th\u1ee7 duy nh\u1ea5t, m\u1ecdi n\u01b0\u1edbc \u0111i \u0111\u1ec1u hi\u1ec7n h\u1eefu cho c\u1ea3 hai ng\u01b0\u1eddi ch\u01a1i \u0111\u1ec1u th\u1ea5y; hai v\u00ed d\u1ee5 r\u00f5 r\u00e0ng nh\u1ea5t l\u00e0 c\u1edd vua hay c\u1edd v\u00e2y.<\/p>\n
Poker kh\u00f3 h\u01a1n \u1edf ch\u1ed7 \u0111a s\u1ed1 th\u00f4ng tin v\u1ec1 v\u00e1n ch\u01a1i \u0111\u1ec1u b\u1ecb \u1ea9n \u0111i – nh\u01b0 nh\u1eefng qu\u00e2n b\u00e0i tr\u00ean tay \u0111\u1ed1i th\u1ee7 hay v\u1eabn c\u00f2n \u0111ang n\u1eb1m trong b\u1ed9, nh\u1eefng quy\u1ebft \u0111\u1ecbnh c\u1ee7a ng\u01b0\u1eddi ch\u01a1i trong m\u1ed9t v\u00e1n poker l\u1ea1i c\u00e0ng khi\u1ebfn tr\u00f2 ch\u01a1i th\u00eam ph\u1ea7n kh\u00f3 \u0111o\u00e1n v\u00e0 ph\u1ee9c t\u1ea1p. C\u00e0ng \u0111\u01b0a th\u00eam nhi\u1ec1u ng\u01b0\u1eddi ch\u01a1i v\u00e0o, \u0111\u1ed9 kh\u00f3 s\u1ebd c\u00e0ng t\u0103ng th\u00eam.<\/p>\n
V\u1edbi c\u00e1c nh\u00e0 nghi\u00ean c\u1ee9u AI, poker m\u1edbi l\u00e0 tr\u00f2 ch\u01a1i \u0111\u00e1ng \u0111\u1ec3 h\u1ec7 th\u1ed1ng m\u00e1y luy\u1ec7n t\u1eadp. B\u1edfi l\u1ebd \u0111\u1eddi kh\u00f4ng nh\u01b0 b\u00e0n c\u1edd vua, v\u1edbi m\u1ecdi th\u00f4ng tin \u0111\u1ec1u n\u1eb1m tr\u00ean b\u00e0n v\u00e0 ph\u00e2n \u0111\u1ecbnh r\u00f5 k\u1ebb th\u1eafng ng\u01b0\u1eddi thua. B\u1eb1ng vi\u1ec7c cho tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o x\u1eed l\u00fd nh\u1eefng th\u00f4ng tin \u1ea9n \u0111\u1ec3 \u0111\u01b0a ra quy\u1ebft \u0111\u1ecbnh t\u1ed1t nh\u1ea5t, c\u00e1c nh\u00e0 khoa h\u1ecdc m\u00e1y t\u00ednh c\u00f3 th\u1ec3 n\u1edbi r\u1ed9ng ph\u1ea1m vi \u00e1p d\u1ee5ng AI ra nhi\u1ec1u l\u0129nh v\u1ef1c kh\u00e1c.<\/p>\n
\u201cCh\u00fang t\u00f4i kh\u00f4ng t\u1eadp trung v\u00e0o b\u1ea5t k\u1ef3 ng\u00e0nh ngh\u1ec1 n\u00e0o, ch\u1ec9 ngh\u0129 r\u1eb1ng nghi\u00ean c\u1ee9u n\u00e0y c\u00f3 th\u1ec3 \u00e1p d\u1ee5ng l\u00ean r\u1ea5t nhi\u1ec1u kh\u00eda c\u1ea1nh nh\u01b0 b\u1ea3o m\u1eadt m\u1ea1ng, ph\u00e1t hi\u1ec7n l\u1eeba \u0111\u1ea3o, ph\u00e2n t\u00edch chi\u1ebfn thu\u1eadt \u0111\u1ed1i ph\u01b0\u01a1ng, th\u1eadm ch\u00ed gi\u00fap xe t\u1ef1 l\u00e1i di chuy\u1ec3n tr\u00ean \u0111\u01b0\u1eddng \u0111\u00f4ng \u0111\u00fac<\/i>\u201d, nh\u00e0 nghi\u00ean c\u1ee9u Brown n\u00f3i.<\/p>\n
Trong nghi\u00ean c\u1ee9u m\u1edbi, Sandhold v\u00e0 Brown cho Pluribus \u0111\u1ed1i m\u1eb7t v\u1edbi hai b\u00e0i th\u1eed kh\u00f3 nh\u1eb1n. Th\u1eed nghi\u1ec7m \u0111\u1ea7u ti\u00ean y\u00eau c\u1ea7u Pluribus \u0111\u1ed1i m\u1eb7t v\u1edbi 13 cao th\u1ee7 poker chuy\u00ean nghi\u1ec7p, ai trong s\u1ed1 \u0111\u00f3 c\u0169ng \u0111\u00e3 ki\u1ebfm \u0111\u01b0\u1ee3c h\u01a1n 1 tri\u1ec7u USD trong s\u1ef1 nghi\u1ec7p m\u00ecnh. M\u1ed9t v\u00e1n poker s\u1ebd g\u1ed3m 6 ng\u01b0\u1eddi, m\u1ed9t Pluribus \u0111\u1ed1i m\u1eb7t v\u1edbi 5 ng\u01b0\u1eddi ch\u01a1i chuy\u00ean nghi\u1ec7p kh\u00e1c.<\/p>\n
Trong b\u00e0i th\u1eed th\u1ee9 hai, Pluribus \u0111\u1ed1i m\u1eb7t v\u1edbi hai huy\u1ec1n tho\u1ea1i poker th\u1ebf gi\u1edbi l\u00e0 Darren Elia v\u00e0 Chris \u201cJesus\u201d Ferguson. M\u1ed7i ng\u01b0\u1eddi trong s\u1ed1 h\u1ecd s\u1ebd \u0111\u1ed1i \u0111\u1ecbch v\u1edbi 5 c\u1ed7 m\u00e1y Pluribus trong m\u1ed9t v\u00e1n b\u00e0i 6 ng\u01b0\u1eddi. N\u1ebfu nh\u01b0 Pluribus c\u00f3 tuy\u1ebfn m\u1ed3 h\u00f4i, ch\u1eafc h\u1eb3n n\u00f3 s\u1ebd v\u00e3 ra nh\u01b0 t\u1eafm khi ph\u1ea3i \u0111\u1ed1i di\u1ec7n v\u1edbi Darren Elia – ng\u01b0\u1eddi gi\u00e0nh \u0111\u01b0\u1ee3c t\u1edbi 4 danh hi\u1ec7u World Poker Tour, hi\u1ec7n \u0111ang gi\u1eef k\u1ef7 l\u1ee5c s\u1ed1 l\u01b0\u1ee3ng gi\u1ea3i v\u00e0 Chris \u201cJesus\u201d Ferguson, ng\u01b0\u1eddi t\u1eebng th\u1eafng 6 s\u1ef1 ki\u1ec7n World Series Poker t\u1ed5 ch\u1ee9c t\u1ea1i Las Vegas.<\/p>\n
Trong th\u1eed nghi\u1ec7m \u0111\u1ea7u ti\u00ean, 5 ng\u01b0\u1eddi ch\u01a1i v\u00e0 Pluribus \u0111\u00e3 l\u00ean t\u1ed5ng c\u1ed9ng 10.000 b\u00e0i v\u00e0 ch\u01a1i h\u1ebft 12 ng\u00e0y. T\u1ed5ng 14 ng\u01b0\u1eddi (\u0111\u00fang ra ch\u1ec9 c\u00f3 13 ng\u01b0\u1eddi v\u00e0 m\u1ed9t m\u00e1y) s\u1ebd \u0111\u01b0\u1ee3c chia \u0111\u1ec1u 50.000 USD, s\u1ebd kh\u00f4ng ng\u01b0\u1eddi n\u00e0o bi\u1ebft m\u00ecnh m\u00ecnh \u0111ang ch\u01a1i v\u1edbi m\u1ed9t c\u1ed7 m\u00e1y, v\u00e0 c\u0169ng kh\u00f4ng hay danh t\u00ednh c\u1ee7a c\u00e1c \u0111\u1ed1i th\u1ee7.<\/p>\n
\u1ede th\u1eed nghi\u1ec7m th\u1ee9 hai, Elia v\u00e0 Ferguson l\u1ea7n l\u01b0\u1ee3t \u0111\u1ed1i m\u1eb7t v\u1edbi 5 c\u1ed7 m\u00e1y Pluribus. H\u1ecd \u0111\u00e3 l\u00ean t\u1ed5ng c\u1ed9ng 5.000 b\u00e0i.<\/p>\n
Trong t\u1ea5t c\u1ea3 c\u00e1c tr\u01b0\u1eddng h\u1ee3p \u0111\u1eb7t ra, m\u1ecdi chi\u1ebfn th\u1eafng c\u1ee7a Pluribus \u0111\u1ec1u \u0111\u01b0\u1ee3c x\u00e1c nh\u1eadn \u201cv\u01b0\u1ee3t xa trong m\u1ecdi m\u1ecdi con s\u1ed1 th\u1ed1ng k\u00ea\u201d. Trong b\u00e1o c\u00e1o nghi\u00ean c\u1ee9u, h\u1ecd g\u1ecdi n\u0103ng l\u1ef1c c\u1ee7a Pluribus l\u00e0 si\u00eau ph\u00e0m – superhuman.<\/p>\n
\u201cCh\u00fang t\u00f4i d\u00f9ng t\u1eeb \u0111\u00f3 b\u1edfi l\u1ebd hi\u1ec7u n\u0103ng c\u1ed7 m\u00e1y cao h\u01a1n c\u1ea3 nh\u1eefng b\u1ed9 n\u00e3o gi\u1ecfi nh\u1ea5t<\/i>\u201d, nh\u00e0 nghi\u00ean c\u1ee9u Brown n\u00f3i. \u201cNgay c\u1ea3 khi ch\u01a1i v\u1edbi cao th\u1ee7, c\u1ee9 m\u1ed7i 100 l\u1ea7n l\u00ean b\u00e0i, c\u1ed7 m\u00e1y th\u1eafng kho\u1ea3ng 5 l\u1ea7n big blind, c\u00e1c cao th\u1ee7 \u0111\u00e1nh gi\u00e1 \u0111\u00e2y l\u00e0 t\u1ef7 l\u1ec7 th\u1eafng r\u1ea5t cao<\/i>\u201d.<\/p>\n
N\u00f3i m\u1ed9t c\u00e1ch \u0111\u01a1n gi\u1ea3n, n\u1ebfu quy \u0111\u1ed5i t\u1ef7 l\u1ec7 th\u1eafng n\u00e0y ra ti\u1ec1n th\u1eadt, th\u00ec Pluribus s\u1ebd \u1eb5m v\u1ec1 kho\u1ea3ng 1.000 USD\/gi\u1edd. M\u1ed9t l\u1ea7n n\u1eefa nh\u1eafc l\u1ea1i: \u0111\u00e2y l\u00e0 Pluribus \u0111ang \u0111\u1ed1i \u0111\u1ea7u v\u1edbi c\u00e1c cao th\u1ee7 poker! Nh\u00e0 khoa h\u1ecdc m\u00e1y t\u00ednh Roman Yampolskiy, ng\u01b0\u1eddi kh\u00f4ng g\u00f3p m\u1eb7t trong nghi\u00ean c\u1ee9u m\u1edbi, c\u0169ng \u0111\u1ed3ng \u00fd nh\u1eadn \u0111\u1ecbnh c\u1ed7 m\u00e1y Pluribus c\u00f3 kh\u1ea3 n\u0103ng si\u00eau ph\u00e0m.<\/p>\n
\u201cN\u1ebfu c\u1ed7 m\u00e1y c\u00f3 th\u1ec3 cho th\u1ea5y s\u1ee9c m\u1ea1nh si\u00eau ph\u00e0m b\u1eb1ng c\u00e1ch \u0111\u00e1nh b\u1ea1i nh\u1eefng ng\u01b0\u1eddi ch\u01a1i h\u00e0ng \u0111\u1ea7u th\u1ebf gi\u1edbi, n\u00f3 c\u00f3 th\u1ec3 \u0111\u1ea3 b\u1ea1i nh\u1eefng ng\u01b0\u1eddi k\u00e9m h\u01a1n, \u0111\u1ed3ng ngh\u0129a v\u1edbi vi\u1ec7c kh\u1ea3 n\u0103ng c\u1ee7a n\u00f3 trong l\u0129nh v\u1ef1c n\u00e0y thu\u1ed9c h\u00e0ng si\u00eau \u0111\u1eb3ng\u201d, \u00f4ng Yampolskiy nh\u1eadn \u0111\u1ecbnh.<\/p>\n
\u0110\u00e2y l\u00e0 th\u00e0nh t\u1ef1u \u0111\u00e1ng l\u01b0u \u00fd, b\u1edfi kh\u00e1c v\u1edbi c\u1edd v\u00e2y hay c\u1edd vua, poker ch\u1ee9a r\u1ea5t nhi\u1ec1u th\u00f4ng tin \u1ea9n v\u00e0 c\u00f3 c\u1ea3 y\u1ebfu t\u1ed1 may m\u1eafn, \u0111\u1ed3ng ngh\u0129a v\u1edbi vi\u1ec7c m\u1ed9t c\u1ed7 m\u00e1y s\u1ebd kh\u00f4ng th\u1ec3 v\u01b0\u1ee3t m\u1eb7t ng\u01b0\u1eddi ch\u01a1i ch\u1ec9 b\u1eb1ng kh\u1ea3 n\u0103ng t\u00ednh t\u1ef7 l\u1ec7 \u0111\u01a1n thu\u1ea7n. T\u1eeb nh\u1eefng ng\u00e0y \u0111\u1ea7u nh\u00e2n lo\u1ea1i ph\u00e1t tri\u1ec3n tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o, poker \u0111\u00e3 l\u00e0 m\u1ee5c ti\u00eau \u0111\u01b0\u1ee3c nh\u1eafm t\u1edbi.<\/p>\n
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<\/div>\n<\/div>\n
Tr\u01b0\u1edbc th\u1eddi \u0111i\u1ec3m th\u1eed nghi\u1ec7m th\u1ef1c t\u1ebf, Pluribus \u0111\u00e3 \u0111\u01b0\u1ee3c t\u1eadp luy\u1ec7n b\u1eb1ng c\u00e1ch t\u1ef1 ch\u01a1i poker v\u1edbi m\u00ecnh. Sau 8 ng\u00e0y li\u00ean t\u1ee5c \u201cx\u00f2e qu\u1ea1t\u201d, n\u00f3 t\u1ef1 s\u1ea3n sinh ra \u0111\u01b0\u1ee3c m\u1ed9t chi\u1ebfn thu\u1eadt ri\u00eang.<\/p>\n
\u201cPluribus kh\u00f4ng s\u1eed d\u1ee5ng d\u1eef li\u1ec7u ng\u01b0\u1eddi ch\u01a1i poker \u0111\u1ec3 t\u1ef1 t\u1ea1o chi\u1ebfn thu\u1eadt. N\u00f3 l\u00e0m v\u1eady b\u1eb1ng c\u00e1ch t\u1ef1 ch\u01a1i, l\u00ean t\u1edbi ng\u00e0n t\u1ef7 b\u00e0i \u0111\u1ec3 ra \u0111\u01b0\u1ee3c m\u1ed9t chi\u1ebfn thu\u1eadt c\u01a1 b\u1ea3n. C\u00e0ng ch\u01a1i, chi\u1ebfn thu\u1eadt c\u00e0ng c\u1ea3i thi\u1ec7n v\u00e0 c\u00e0ng c\u00f3 k\u1ebft qu\u1ea3 t\u1ed1t h\u01a1n\u201d, nh\u00e0 nghi\u00ean c\u1ee9u Brown gi\u1ea3i th\u00edch.<\/p>\n
\u201cV\u1edbi Pluribus, ch\u00fang t\u00f4i th\u1ef1c hi\u1ec7n m\u1ed9t ph\u01b0\u01a1ng \u00e1n t\u00ecm ki\u1ebfm chi\u1ebfn thu\u1eadt m\u1edbi, kh\u00f4ng y\u00eau c\u1ea7u c\u1ed7 m\u00e1y t\u00ecm ra \u0111\u01b0\u1ee3c c\u00e1ch th\u1eafng c\u1ea3 v\u00e1n poker. Thay v\u00e0o \u0111\u00f3, n\u00f3 c\u00f3 th\u1ec3 d\u1eebng sau khi ch\u01a1i v\u00e0i v\u00e1n. Nh\u1eefng qu\u00e3ng ngh\u1ec9 khi\u1ebfn thu\u1eadt to\u00e1n c\u00f3 th\u1ec3 t\u0103ng quy m\u00f4 l\u00ean hi\u1ec7u qu\u1ea3 h\u01a1n. C\u1ee5 th\u1ec3, n\u00f3 c\u00f3 ph\u00e9p ch\u00fang t\u00f4i \u0111\u1ea1t t\u1edbi s\u1ee9c m\u1ea1nh t\u00ednh to\u00e1n si\u00eau ph\u00e0m v\u1edbi th\u1eddi gian hu\u1ea5n luy\u1ec7n ng\u1eafn, ch\u1ec9 t\u1ed1n d\u01b0\u1edbi 150 USD \u0111\u1ec3 thu\u00ea d\u1ecbch v\u1ee5 \u0111i\u1ec7n to\u00e1n \u0111\u00e1m m\u00e2y \u0111\u1ec3 hu\u1ea5n luy\u1ec7n Pluribus, \u0111\u1ea5y l\u00e0 c\u00f2n li\u00ean t\u1ee5c ch\u01a1i tr\u00ean th\u1eddi gian th\u1ef1c v\u1edbi ch\u1ec9 hai CPU\u201d.<\/p>\n
Th\u1eadm ch\u00ed v\u1edbi th\u1eddi gian hu\u1ea5n luy\u1ec7n ng\u1eafn, Pluribus v\u1eabn v\u01b0\u1ee3t m\u1eb7t \u0111\u01b0\u1ee3c cao th\u1ee7 poker th\u1ebf gi\u1edbi.<\/p>\n
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