{"id":9381,"date":"2026-09-10T05:01:27","date_gmt":"2026-09-10T05:01:27","guid":{"rendered":"https:\/\/daihoc.fpt.edu.vn\/hcm\/?p=9381"},"modified":"2026-09-10T08:02:53","modified_gmt":"2026-09-10T08:02:53","slug":"sinh-vien-truong-dai-hoc-fpt-co-cong-trinh-nghien-cuu-q1-ve-nhan-dien-cam-xuc","status":"publish","type":"post","link":"https:\/\/daihoc.fpt.edu.vn\/hcm\/sinh-vien-truong-dai-hoc-fpt-co-cong-trinh-nghien-cuu-q1-ve-nhan-dien-cam-xuc\/","title":{"rendered":"Sinh vi\u00ean Tr\u01b0\u1eddng \u0110\u1ea1i h\u1ecdc FPT c\u00f3 b\u00e0i b\u00e1o Q1 – T\u1ea1p ch\u00ed Information Sciences v\u1edbi nghi\u00ean c\u1ee9u v\u1ec1 nh\u1eadn di\u1ec7n c\u1ea3m x\u00fac"},"content":{"rendered":"

B\u1eaft \u0111\u1ea7u t\u1eeb m\u1ed9t b\u00e0i to\u00e1n r\u1ea5t \u201ccon ng\u01b0\u1eddi\u201d \u2013 l\u00e0m th\u1ebf n\u00e0o \u0111\u1ec3 AI hi\u1ec3u \u0111\u01b0\u1ee3c c\u1ea3m x\u00fac \u1ea9n sau l\u1eddi n\u00f3i, nh\u00f3m sinh vi\u00ean Tr\u01b0\u1eddng \u0110\u1ea1i h\u1ecdc FPT \u0111\u00e3 c\u00f9ng c\u00e1c nh\u00e0 nghi\u00ean c\u1ee9u trong v\u00e0 ngo\u00e0i n\u01b0\u1edbc ph\u00e1t tri\u1ec3n m\u00f4 h\u00ecnh DiGemo v\u01b0\u1ee3t qua nhi\u1ec1u v\u00f2ng th\u1eed nghi\u1ec7m v\u00e0 ph\u1ea3n bi\u1ec7n, \u0111\u01b0\u1ee3c ch\u1ea5p nh\u1eadn \u0111\u0103ng tr\u00ean t\u1ea1p ch\u00ed Information Sciences (Elsevier, Q1). \u0110\u1eb1ng sau c\u1ed9t m\u1ed1c h\u1ecdc thu\u1eadt \u1ea5y l\u00e0 h\u00e0nh tr\u00ecnh c\u1ee7a nh\u1eefng sinh vi\u00ean d\u00e1m th\u1eed s\u1ee9c v\u1edbi nh\u1eefng b\u00e0i to\u00e1n t\u01b0\u1edfng ch\u1eebng v\u01b0\u1ee3t qu\u00e1 kh\u1ea3 n\u0103ng c\u1ee7a m\u00ecnh.<\/i><\/b><\/p>\n

\"IMG\"Sinh vi\u00ean AI th\u1ef1c hi\u1ec7n nghi\u00ean c\u1ee9u qu\u1ed1c t\u1ebf c\u00f9ng s\u1ef1 \u0111\u1ed3ng h\u00e0nh c\u1ee7a PGS. TS. \u0110\u1eb7ng Ng\u1ecdc Minh \u0110\u1ee9c.<\/span><\/em><\/span><\/p>\n

Khi AI kh\u00f4ng ch\u1ec9 c\u1ea7n hi\u1ec3u l\u1eddi n\u00f3i, m\u00e0 c\u00f2n ph\u1ea3i hi\u1ec3u c\u1ea3m x\u00fac<\/b><\/span><\/p>\n

T\u1eeb nh\u1eefng k\u1ebft n\u1ed1i h\u1ecdc thu\u1eadt c\u1ee7a PGS. TS. \u0110\u1eb7ng Ng\u1ecdc Minh \u0110\u1ee9c, nh\u00f3m sinh vi\u00ean chuy\u00ean ng\u00e0nh Tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o, Tr\u01b0\u1eddng \u0110\u1ea1i h\u1ecdc FPT g\u1ed3m Trang Ho\u00e0ng Khang, Nguy\u1ec5n Qu\u1ed1c B\u1ea3o, Nguy\u1ec5n Minh Nh\u1ef1t v\u00e0 \u0110inh Vi\u1ebft V\u0129nh Kh\u00e1nh c\u00f3 c\u01a1 h\u1ed9i c\u00f9ng nghi\u00ean c\u1ee9u v\u1edbi c\u00e1c c\u1ed9ng s\u1ef1 \u0111\u1ebfn t\u1eeb \u0110\u1ea1i h\u1ecdc Sungkyunkwan, \u0110\u1ea1i h\u1ecdc Kyung Hee (H\u00e0n Qu\u1ed1c) v\u00e0 Tr\u01b0\u1eddng \u0110\u1ea1i h\u1ecdc Qu\u1ed1c t\u1ebf \u2013 \u0110\u1ea1i h\u1ecdc Qu\u1ed1c gia TP. H\u1ed3 Ch\u00ed Minh. C\u00f4ng tr\u00ecnh \u0111\u01b0\u1ee3c th\u1ef1c hi\u1ec7n v\u1edbi s\u1ef1 \u0111\u1ed3ng h\u00e0nh c\u1ee7a AI Technology and Application Research Lab (AiTA Lab) \u2013 Tr\u01b0\u1eddng \u0110\u1ea1i h\u1ecdc FPT, trong \u0111\u00f3 PGS. TS. \u0110\u1eb7ng Ng\u1ecdc Minh \u0110\u1ee9c gi\u1eef vai tr\u00f2 \u0111\u1ecbnh h\u01b0\u1edbng v\u00e0 qu\u1ea3n l\u00fd nghi\u00ean c\u1ee9u, c\u00f9ng c\u00e1c th\u00e0nh vi\u00ean trao \u0111\u1ed5i, ki\u1ec3m ch\u1ee9ng v\u00e0 ho\u00e0n thi\u1ec7n c\u00f4ng tr\u00ecnh.<\/span><\/p>\n

Thay v\u00ec ch\u1ec9 d\u1ef1a v\u00e0o n\u1ed9i dung c\u1ee7a t\u1eebng c\u00e2u n\u00f3i, nh\u00f3m t\u1eadp trung gi\u1ea3i quy\u1ebft m\u1ed9t b\u00e0i to\u00e1n kh\u00f3 h\u01a1n: L\u00e0m th\u1ebf n\u00e0o \u0111\u1ec3 AI c\u00f3 th\u1ec3 nh\u1eadn di\u1ec7n c\u1ea3m x\u00fac trong m\u1ed9t cu\u1ed9c h\u1ed9i tho\u1ea1i khi c\u1ea3m x\u00fac \u0111\u01b0\u1ee3c th\u1ec3 hi\u1ec7n \u0111\u1ed3ng th\u1eddi qua nhi\u1ec1u ph\u01b0\u01a1ng th\u1ee9c nh\u01b0 v\u0103n b\u1ea3n, gi\u1ecdng n\u00f3i v\u00e0 h\u00ecnh \u1ea3nh, \u0111\u1ed3ng th\u1eddi ch\u1ecbu \u1ea3nh h\u01b0\u1edfng b\u1edfi ng\u1eef c\u1ea3nh c\u1ee7a to\u00e0n b\u1ed9 cu\u1ed9c h\u1ed9i tho\u1ea1i. \u0110\u00e2y c\u0169ng l\u00e0 l\u00fd do nh\u00f3m l\u1ef1a ch\u1ecdn b\u00e0i to\u00e1n Multimodal Emotion Recognition in Conversation (ERC) \u2013 m\u1ed9t h\u01b0\u1edbng nghi\u00ean c\u1ee9u \u0111\u1eb7t con ng\u01b0\u1eddi v\u00e0 nh\u1eefng s\u1eafc th\u00e1i trong giao ti\u1ebfp l\u00e0m trung t\u00e2m.<\/p>\n

V\u1edbi nh\u00f3m, m\u1ed9t c\u00e2u n\u00f3i nh\u01b0 \u201c\u1eea, \u0111\u01b0\u1ee3c th\u00f4i\u201d l\u00e0 v\u00ed d\u1ee5 r\u1ea5t r\u00f5 cho kho\u1ea3ng c\u00e1ch gi\u1eefa nh\u1eefng g\u00ec \u0111\u01b0\u1ee3c n\u00f3i ra v\u00e0 c\u1ea3m x\u00fac th\u1ef1c s\u1ef1 \u0111\u01b0\u1ee3c truy\u1ec1n t\u1ea3i. C\u00f9ng m\u1ed9t c\u00e2u ch\u1eef c\u00f3 th\u1ec3 th\u1ec3 hi\u1ec7n s\u1ef1 \u0111\u1ed3ng t\u00ecnh, b\u00ecnh th\u1ea3n ho\u1eb7c kh\u00f3 ch\u1ecbu, t\u00f9y v\u00e0o ho\u00e0n c\u1ea3nh, gi\u1ecdng \u0111i\u1ec7u v\u00e0 bi\u1ec3u c\u1ea3m c\u1ee7a ng\u01b0\u1eddi n\u00f3i. \u0110\u1ec3 AI hi\u1ec3u \u0111\u01b0\u1ee3c nh\u1eefng kh\u00e1c bi\u1ec7t \u1ea5y, nh\u00f3m ph\u1ea3i t\u00ecm c\u00e1ch \u0111\u1ec3 c\u00e1c ngu\u1ed3n th\u00f4ng tin kh\u00e1c nhau kh\u00f4ng ch\u1ec9 \u0111\u01b0\u1ee3c \u0111\u01b0a v\u00e0o m\u00f4 h\u00ecnh, m\u00e0 c\u00f2n c\u00f3 th\u1ec3 b\u1ed5 tr\u1ee3 v\u00e0 l\u00e0m r\u00f5 l\u1eabn nhau.<\/span><\/p>\n

Theo nh\u00f3m nghi\u00ean c\u1ee9u, ERC \u0111\u00f2i h\u1ecfi AI kh\u00f4ng ch\u1ec9 hi\u1ec3u c\u00e2u ch\u1eef m\u00e0 c\u00f2n ph\u1ea3i nh\u1eadn di\u1ec7n ng\u1eef c\u1ea3nh, gi\u1ecdng n\u00f3i v\u00e0 bi\u1ec3u c\u1ea3m \u0111\u1ec3 n\u1eafm b\u1eaft \u0111\u00fang c\u1ea3m x\u00fac trong h\u1ed9i tho\u1ea1i. \u201c<\/span>Nh\u00f3m h\u01b0\u1edbng t\u1edbi b\u00e0i to\u00e1n nghi\u00ean c\u1ee9u l\u00e0 l\u1ea5y con ng\u01b0\u1eddi l\u00e0m trung t\u00e2m v\u00e0 c\u1ea3m x\u00fac l\u00e0 th\u1ee9 r\u1ea5t \u2018con ng\u01b0\u1eddi\u2019<\/span><\/i>\u201d, nh\u00f3m chia s\u1ebb. T\u1eeb \u0111\u00f3, nh\u00f3m ph\u00e1t tri\u1ec3n DiGemo \u2013 m\u00f4 h\u00ecnh h\u1ecdc \u0111a \u0111\u1ed3 th\u1ecb k\u1ebft h\u1ee3p self-distillation, gi\u00fap khai th\u00e1c v\u00e0 c\u00e2n b\u1eb1ng th\u00f4ng tin t\u1eeb nhi\u1ec1u ph\u01b0\u01a1ng th\u1ee9c. \u0110\u00e1ng ch\u00fa \u00fd, h\u01b0\u1edbng \u0111i n\u00e0y b\u1eaft \u0111\u1ea7u t\u1eeb m\u1ed9t th\u1eed nghi\u1ec7m ch\u01b0a \u0111\u1ea1t k\u1ef3 v\u1ecdng: khi \u0111\u01b0a v\u0103n b\u1ea3n, gi\u1ecdng n\u00f3i v\u00e0 h\u00ecnh \u1ea3nh v\u00e0o c\u00f9ng m\u1ed9t \u0111\u1ed3 th\u1ecb, m\u00f4 h\u00ecnh qu\u00e1 ph\u1ee5 thu\u1ed9c v\u00e0o v\u0103n b\u1ea3n, khi\u1ebfn t\u00edn hi\u1ec7u \u00e2m thanh v\u00e0 h\u00ecnh \u1ea3nh b\u1ecb lu m\u1edd.<\/span><\/p>\n

Thay v\u00ec xem \u0111\u00f3 l\u00e0 th\u1ea5t b\u1ea1i, nh\u00f3m d\u00f9ng ch\u00ednh k\u1ebft qu\u1ea3 n\u00e0y \u0111\u1ec3 \u0111\u1eb7t l\u1ea1i c\u00e1ch ti\u1ebfp c\u1eadn, chuy\u1ec3n sang m\u00f4 h\u00ecnh \u0111a \u0111\u1ed3 th\u1ecb k\u1ebft h\u1ee3p c\u01a1 ch\u1ebf h\u1ee3p nh\u1ea5t th\u00edch \u1ee9ng v\u00e0 self-distillation. \u201c<\/span>Ch\u00ednh t\u1eeb k\u1ebft qu\u1ea3 \u2018kh\u00f4ng nh\u01b0 k\u1ef3 v\u1ecdng\u2019 ban \u0111\u1ea7u \u0111\u00f3 l\u1ea1i tr\u1edf th\u00e0nh h\u01b0\u1edbng \u0111i c\u1ed1t l\u00f5i c\u1ee7a c\u1ea3 b\u00e0i<\/span><\/i>\u201d, nh\u00f3m chia s\u1ebb. \u0110i\u1ec1u \u0111\u00e1ng n\u1ec3 trong h\u00e0nh tr\u00ecnh \u1ea5y kh\u00f4ng ph\u1ea3i l\u00e0 nh\u00f3m lu\u00f4n t\u00ecm \u0111\u01b0\u1ee3c \u0111\u00e1p \u00e1n \u0111\u00fang ngay t\u1eeb \u0111\u1ea7u, m\u00e0 l\u00e0 bi\u1ebft \u0111\u1ecdc m\u1ed9t k\u1ebft qu\u1ea3 ch\u01b0a t\u1ed1t, t\u00ecm ra v\u1ea5n \u0111\u1ec1 v\u00e0 bi\u1ebfn n\u00f3 th\u00e0nh b\u01b0\u1edbc ti\u1ebfn c\u1ee7a nghi\u00ean c\u1ee9u.<\/span><\/p>\n

Kh\u00f4ng ch\u1ec9 c\u00f3 nh\u1eefng d\u00f2ng code v\u00e0 con s\u1ed1<\/b><\/span><\/p>\n

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\n\t\t\t\n\t\t\t\nTr\u00ean hai b\u1ed9 d\u1eef li\u1ec7u chu\u1ea9n IEMOCAP v\u00e0 MELD, DiGemo \u0111\u1ea1t 74,44% Weighted F1 v\u00e0 74,52% ACC tr\u00ean IEMOCAP, c\u00f9ng 65,92% Weighted F1 v\u00e0 67,41% ACC tr\u00ean MELD, v\u01b0\u1ee3t qua c\u00e1c ph\u01b0\u01a1ng ph\u00e1p ti\u00ean ti\u1ebfn trong c\u00f9ng thi\u1ebft l\u1eadp. C\u00e1c th\u00ed nghi\u1ec7m c\u0169ng cho th\u1ea5y khi lo\u1ea1i b\u1ecf m\u00f4-\u0111un \u0111\u1ed3 th\u1ecb d\u1ecb ch\u1ea5t li\u00ean ph\u01b0\u01a1ng th\u1ee9c, hi\u1ec7u n\u0103ng tr\u00ean IEMOCAP gi\u1ea3m h\u01a1n 5%, kh\u1eb3ng \u0111\u1ecbnh vai tr\u00f2 c\u1ee7a c\u00e1ch ti\u1ebfp c\u1eadn m\u00e0 nh\u00f3m \u0111\u1ec1 xu\u1ea5t.<\/p>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\n\t\n\n\t
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\n\t\t\t\n\t\t\t\n\"Sinh<\/p>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\n\t\n<\/div>\n

Khung m\u00f4 h\u00ecnh DiGemo gi\u1ea3i quy\u1ebft ba h\u1ea1n ch\u1ebf tr\u00ean b\u1eb1ng ba \u0111\u00f3ng g\u00f3p ch\u00ednh:<\/span><\/p>\n

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  • M\u00f4 h\u00ecnh h\u00f3a ng\u1eef c\u1ea3nh d\u1ef1a tr\u00ean Transformer k\u1ebft h\u1ee3p \u0111a \u0111\u1ed3 th\u1ecb d\u1ecb ch\u1ea5t: quan h\u1ec7 n\u1ed9i ph\u01b0\u01a1ng th\u1ee9c \u0111\u01b0\u1ee3c h\u1ecdc \u0111\u1ed9c l\u1eadp, trong khi t\u01b0\u01a1ng t\u00e1c li\u00ean ph\u01b0\u01a1ng th\u1ee9c \u0111\u01b0\u1ee3c bi\u1ec3u di\u1ec5n qua ba \u0111\u1ed3 th\u1ecb d\u1ecb ch\u1ea5t theo t\u1eebng c\u1eb7p, gi\u00fap gi\u1ea3m t\u00ednh d\u1ecb ch\u1ea5t quan h\u1ec7.<\/span><\/li>\n
  • C\u01a1 ch\u1ebf h\u1ee3p nh\u1ea5t th\u00edch \u1ee9ng theo Gated Multimodal Unit (GMU): t\u1ef1 \u0111\u1ed9ng \u0111i\u1ec1u ch\u1ec9nh tr\u1ecdng s\u1ed1 \u0111\u00f3ng g\u00f3p c\u1ee7a t\u1eebng ph\u01b0\u01a1ng th\u1ee9c trong qu\u00e1 tr\u00ecnh h\u1ee3p nh\u1ea5t \u0111\u1eb7c tr\u01b0ng.<\/span><\/li>\n
  • Chi\u1ebfn l\u01b0\u1ee3c t\u1ef1 ch\u01b0ng c\u1ea5t (self-distillation): ch\u00ednh quy h\u00f3a bi\u1ec3u di\u1ec5n \u0111\u01a1n ph\u01b0\u01a1ng th\u1ee9c b\u1eb1ng c\u00e1ch chuy\u1ec3n giao tri th\u1ee9c t\u1eeb bi\u1ec3u di\u1ec5n \u0111a ph\u01b0\u01a1ng th\u1ee9c \u0111\u00e3 h\u1ee3p nh\u1ea5t, h\u1ea1n ch\u1ebf thi\u00ean l\u1ec7ch ph\u01b0\u01a1ng th\u1ee9c.<\/span><\/li>\n<\/ul>\n

    Nh\u01b0ng ph\u00eda sau nh\u1eefng con s\u1ed1 \u1ea5y l\u00e0 m\u1ed9t qu\u00e1 tr\u00ecnh kh\u00f4ng h\u1ec1 th\u1eb3ng t\u1eafp. Nh\u00f3m li\u00ean t\u1ee5c th\u1eed nghi\u1ec7m, ph\u00e2n t\u00edch v\u00e0 tranh lu\u1eadn v\u1ec1 t\u1eebng l\u1ef1a ch\u1ecdn: V\u00ec sao ph\u1ea3i l\u00e0m nh\u01b0 v\u1eady? \u0110i\u1ec3m m\u1edbi n\u1eb1m \u1edf \u0111\u00e2u? Li\u1ec7u c\u00e1ch ti\u1ebfp c\u1eadn n\u00e0y c\u00f3 th\u1ef1c s\u1ef1 t\u1ed1t h\u01a1n? \u201c\u0110\u00e2y kh\u00f4ng ph\u1ea3i l\u00e0 \u2018c\u00e3i nhau\u2019, m\u00e0 l\u00e0 tranh lu\u1eadn h\u1ecdc thu\u1eadt \u0111\u1ec3 c\u00f9ng \u0111i \u0111\u1ebfn m\u1ed9t ph\u01b0\u01a1ng \u00e1n t\u1ed1t h\u01a1n\u201d, nh\u00f3m chia s\u1ebb.<\/span><\/p>\n

    Trong qu\u00e1 tr\u00ecnh nghi\u00ean c\u1ee9u, gi\u1ea3ng vi\u00ean v\u00e0 c\u00e1c chuy\u00ean gia gi\u1eef vai tr\u00f2 quan tr\u1ecdng \u1edf g\u00f3c \u0111\u1ed9 ph\u1ea3n bi\u1ec7n h\u1ecdc thu\u1eadt: li\u00ean t\u1ee5c \u0111\u1eb7t c\u00e2u h\u1ecfi, ch\u1ea5t v\u1ea5n nh\u1eefng gi\u1ea3 \u0111\u1ecbnh, ch\u1ec9 ra \u0111i\u1ec3m ch\u01b0a h\u1ee3p l\u00fd v\u00e0 g\u1ee3i m\u1edf nh\u1eefng h\u01b0\u1edbng th\u00ed nghi\u1ec7m c\u1ea7n ki\u1ec3m ch\u1ee9ng. Nh\u1eefng trao \u0111\u1ed5i n\u00e0y kh\u00f4ng ch\u1ec9 gi\u00fap nh\u00f3m nh\u00ecn l\u1ea1i t\u1eebng quy\u1ebft \u0111\u1ecbnh nghi\u00ean c\u1ee9u m\u00e0 c\u00f2n r\u00e8n c\u00e1ch ti\u1ebfp c\u1eadn v\u1ea5n \u0111\u1ec1 d\u01b0\u1edbi g\u00f3c nh\u00ecn c\u1ee7a m\u1ed9t ng\u01b0\u1eddi ph\u1ea3n bi\u1ec7n, \u0111\u1eb7t c\u00e2u h\u1ecfi v\u1ec1 c\u01a1 s\u1edf c\u1ee7a m\u1ed9t k\u1ebft lu\u1eadn, thay v\u00ec ch\u1ec9 t\u00ecm c\u00e1ch ch\u1ee9ng minh n\u00f3 \u0111\u00fang.<\/span>\u00a0 \u00a0<\/span><\/p>\n

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    \n\t\t\t\n\t\t\t\n\"Sinh<\/p>\n

    \t\t<\/div>\n\t\t\t\t\t<\/div>\n\n\t\n\n\t

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    \n\t\t\t\n\t\t\t\nTh\u1eed th\u00e1ch \u0111\u00e1ng nh\u1edb nh\u1ea5t \u0111\u1ebfn \u1edf v\u00f2ng ph\u1ea3n h\u1ed3i Reviewer 1 c\u0169ng l\u00e0 l\u1ea7n \u0111\u1ea7u nh\u00f3m tr\u1ea3i qua m\u1ed9t v\u00f2ng ph\u1ea3n bi\u1ec7n l\u1edbn. Trong khi v\u1eabn ph\u1ea3i ho\u00e0n th\u00e0nh vi\u1ec7c h\u1ecdc v\u00e0 th\u1ef1c hi\u1ec7n th\u00eam c\u00e1c th\u00ed nghi\u1ec7m theo y\u00eau c\u1ea7u, nh\u00f3m \u0111\u00e3 l\u00e0m vi\u1ec7c g\u1ea7n nh\u01b0 h\u1ebft c\u00f4ng su\u1ea5t nh\u01b0ng v\u1eabn kh\u00f4ng k\u1ecbp th\u1eddi h\u1ea1n ban \u0111\u1ea7u, n\u00ean ch\u1ee7 \u0111\u1ed9ng xin gia h\u1ea1n m\u1ed9t tu\u1ea7n. Kho\u1ea3ng th\u1eddi gian \u1ea5y, c\u00e1c th\u00e0nh vi\u00ean c\u00f9ng chia nhau x\u1eed l\u00fd th\u00ed nghi\u1ec7m, t\u1ed5ng h\u1ee3p k\u1ebft qu\u1ea3, r\u00e0 so\u00e1t ph\u1ea3n h\u1ed3i v\u00e0 review ch\u00e9o tr\u01b0\u1edbc khi g\u1eedi l\u1ea1i. Nh\u00ecn l\u1ea1i, nh\u00f3m cho r\u1eb1ng teamwork trong nghi\u00ean c\u1ee9u kh\u00f4ng ph\u1ea3i l\u00e0 kh\u00f4ng c\u00f3 tranh lu\u1eadn, m\u00e0 l\u00e0 c\u00f3 th\u1ec3 b\u1ea5t \u0111\u1ed3ng v\u1ec1 chuy\u00ean m\u00f4n, t\u00f4n tr\u1ecdng l\u1eabn nhau v\u00e0 c\u00f9ng d\u1ef1a tr\u00ean b\u1eb1ng ch\u1ee9ng \u0111\u1ec3 t\u00ecm ra ph\u01b0\u01a1ng \u00e1n t\u1ed1t h\u01a1n. <\/span><\/p>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\n\t\n<\/div>\n

    \u201cKh\u00f4ng ai \u0111\u1ee7 gi\u1ecfi ngay l\u00fac b\u1eaft \u0111\u1ea7u c\u1ea3\u201d<\/b><\/span><\/p>\n

    C\u00f3 l\u1ebd \u0111i\u1ec1u \u0111\u00e1ng nh\u1edb nh\u1ea5t sau c\u00f4ng tr\u00ecnh n\u00e0y kh\u00f4ng n\u1eb1m \u1edf m\u1ed9t con s\u1ed1 hay m\u1ed9t d\u00f2ng t\u00ean tr\u00ean b\u00e0i b\u00e1o, m\u00e0 \u1edf nh\u1eefng gi\u1edbi h\u1ea1n m\u00e0 ch\u00ednh c\u00e1c th\u00e0nh vi\u00ean \u0111\u00e3 v\u01b0\u1ee3t qua. T\u1eebng ngh\u0129 m\u00ecnh ch\u01b0a th\u1ec3 vi\u1ebft m\u1ed9t b\u00e0i b\u00e1o khoa h\u1ecdc ho\u00e0n ch\u1ec9nh b\u1eb1ng ti\u1ebfng Anh, c\u00e0ng ch\u01b0a ngh\u0129 \u0111\u1ebfn vi\u1ec7c ph\u1ea3i tr\u00ecnh b\u00e0y v\u00e0 b\u1ea3o v\u1ec7 c\u00f4ng tr\u00ecnh tr\u01b0\u1edbc nh\u1eefng reviewer qu\u1ed1c t\u1ebf chuy\u00ean s\u00e2u. Qu\u00e1 tr\u00ecnh nghi\u00ean c\u1ee9u bu\u1ed9c b\u1ea1n ph\u1ea3i h\u1ecdc c\u00e1ch tr\u00ecnh b\u00e0y \u00fd t\u01b0\u1edfng ch\u1eb7t ch\u1ebd, l\u1eadp lu\u1eadn c\u00f3 c\u0103n c\u1ee9 v\u00e0 b\u1ea3o v\u1ec7 quan \u0111i\u1ec3m b\u1eb1ng s\u1ed1 li\u1ec7u.<\/span><\/p>\n

    \"IMG\"<\/span>Nguy\u1ec5n Minh Nh\u1ef1t, Trang Ho\u00e0ng Khang v\u00e0 Nguy\u1ec5n Qu\u1ed1c B\u1ea3o \u2013 nh\u1eefng g\u01b0\u01a1ng m\u1eb7t tr\u1ebb trong nh\u00f3m nghi\u00ean c\u1ee9u AI.<\/span><\/em><\/p>\n

    \u201c<\/span>C\u1ea3m gi\u00e1c l\u1edbn nh\u1ea5t ch\u1eafc l\u00e0 nh\u1eb9 nh\u00f5m. Sau khi ki\u00ean tr\u00ec qua t\u1eebng v\u00f2ng ph\u1ea3n bi\u1ec7n, \u0111\u1ebfn khi b\u00e0i \u0111\u01b0\u1ee3c nh\u1eadn th\u00ec em c\u1ea3m nh\u1eadn r\u00f5 c\u00f4ng s\u1ee9c b\u1ea5y l\u00e2u \u0111\u00e3 c\u00f3 k\u1ebft qu\u1ea3, \u0111an xen v\u1edbi m\u1ed9t ch\u00fat ni\u1ec1m vui v\u00e0 t\u1ef1 h\u00e0o<\/span><\/i>\u201d, nh\u00f3m chia s\u1ebb. V\u1edbi nh\u00f3m, \u0111\u00e2y l\u00e0 c\u00f4ng tr\u00ecnh Q1 \u0111\u1ea7u ti\u00ean v\u00e0 c\u0169ng l\u00e0 m\u1ed9t minh ch\u1ee9ng r\u1eb1ng sinh vi\u00ean ho\u00e0n to\u00e0n c\u00f3 th\u1ec3 b\u01b0\u1edbc v\u00e0o nghi\u00ean c\u1ee9u qu\u1ed1c t\u1ebf n\u1ebfu c\u00f3 m\u1ed9t quy tr\u00ecnh nghi\u00eam t\u00fac v\u00e0 \u0111\u1ee7 b\u1ec1n b\u1ec9.<\/span><\/p>\n

    \n

    \u201c<\/span>Th\u1eadt ra, kh\u00f4ng ai \u0111\u1ee7 gi\u1ecfi ngay t\u1eeb l\u00fac b\u1eaft \u0111\u1ea7u c\u1ea3. M\u00ecnh gi\u1ecfi l\u00ean trong qu\u00e1 tr\u00ecnh l\u00e0m, ch\u1ee9 kh\u00f4ng ph\u1ea3i gi\u1ecfi r\u1ed3i m\u1edbi \u0111\u01b0\u1ee3c l\u00e0m. N\u1ebfu c\u1ee9 ch\u1edd \u0111\u1ebfn khi th\u1ea5y m\u00ecnh s\u1eb5n s\u00e0ng th\u00ec s\u1ebd ch\u1eb3ng bao gi\u1edd b\u1eaft \u0111\u1ea7u. H\u00e3y ch\u1ecdn m\u1ed9t h\u01b0\u1edbng m\u00ecnh th\u1ea5y th\u00fa v\u1ecb, t\u00ecm m\u1ed9t ng\u01b0\u1eddi th\u1ea7y ho\u1eb7c m\u1ed9t nh\u00f3m t\u1ed1t \u0111\u1ec3 \u0111\u1ed3ng h\u00e0nh, v\u00e0 ch\u1ea5p nh\u1eadn r\u1eb1ng \u1edf giai \u0111o\u1ea1n \u0111\u1ea7u, m\u00ecnh c\u00f3 th\u1ec3 th\u1ea5y b\u1ea3n th\u00e2n c\u00f2n k\u00e9m, \u0111\u00f3 l\u00e0 chuy\u1ec7n b\u00ecnh th\u01b0\u1eddng. H\u00e3y c\u1ee9 c\u1ed1 g\u1eafng, \u0111\u1eebng tr\u00ec ho\u00e3n v\u00e0 b\u1eaft \u0111\u1ea7u t\u1eeb nh\u1eefng \u0111i\u1ec1u nh\u1ecf nh\u1ea5t. Ch\u00ednh nh\u1eefng \u0111i\u1ec1u nh\u1ecf \u0111\u00f3, n\u1ebfu \u0111\u01b0\u1ee3c th\u1ef1c hi\u1ec7n \u0111\u1ec1u \u0111\u1eb7n m\u1ed7i ng\u00e0y, s\u1ebd gi\u00fap b\u1ea1n ti\u1ebfn b\u1ed9 v\u00e0 gi\u1ecfi l\u00ean l\u00fac n\u00e0o kh\u00f4ng hay.<\/span><\/i>\u201d – B\u1ed9c b\u1ea1ch c\u1ee7a nh\u1eefng ch\u00e0ng trai IT sau qu\u00e1 tr\u00ecnh n\u1eb1m gai n\u1ebfm m\u1eadt \u0111\u1ec3 c\u00f3 c\u00f4ng tr\u00ecnh nghi\u00ean c\u1ee9u khoa h\u1ecdc \u0111\u01b0\u1ee3c \u0111\u0103ng tr\u00ean t\u1ea1p ch\u00ed Q1.\u00a0<\/span><\/span><\/p>\n<\/blockquote>\n

    C\u01a1 duy\u00ean h\u1ee3p t\u00e1c \u0111\u1ebfn t\u1eeb c\u00e1c k\u1ebft n\u1ed1i h\u1ecdc thu\u1eadt c\u1ee7a PGS. TS. \u0110\u1eb7ng Ng\u1ecdc Minh \u0110\u1ee9c, c\u00f9ng c\u00e1c nghi\u00ean c\u1ee9u sinh t\u1ea1i H\u00e0n Qu\u1ed1c v\u00e0 PGS. TS. V\u00f5 Th\u1ecb L\u01b0u Ph\u01b0\u01a1ng. Trong c\u00f4ng tr\u00ecnh, nh\u00f3m sinh vi\u00ean tr\u1ef1c ti\u1ebfp tham gia x\u00e2y d\u1ef1ng \u00fd t\u01b0\u1edfng, ph\u00e1t tri\u1ec3n m\u00f4 h\u00ecnh, l\u1eadp tr\u00ecnh, th\u1ef1c hi\u1ec7n th\u00ed nghi\u1ec7m, ph\u00e2n t\u00edch k\u1ebft qu\u1ea3 v\u00e0 ho\u00e0n thi\u1ec7n b\u1ea3n th\u1ea3o; c\u00e1c chuy\u00ean gia \u0111\u1ea3m nh\u1eadn vai tr\u00f2 c\u1ed1 v\u1ea5n, ph\u1ea3n bi\u1ec7n v\u00e0 ki\u1ec3m so\u00e1t ch\u1ea5t l\u01b0\u1ee3ng nghi\u00ean c\u1ee9u.<\/span><\/p>\n

    \"IMG\"<\/span>C\u00e1c th\u00e0nh vi\u00ean tri\u1ec3n khai nghi\u00ean c\u1ee9u trong kh\u00f4ng gian AI Technology and Application Research Lab (AiTA Lab).<\/em><\/span><\/p>\n

    V\u1edbi c\u00e1c sinh vi\u00ean, \u0111\u00e2y c\u0169ng l\u00e0 m\u1ed9t minh ch\u1ee9ng cho gi\u00e1 tr\u1ecb c\u1ee7a vi\u1ec7c \u0111\u01b0\u1ee3c ti\u1ebfp c\u1eadn nghi\u00ean c\u1ee9u t\u1eeb s\u1edbm. Theo nh\u00f3m, \u0111i\u1ec1u Tr\u01b0\u1eddng \u0110\u1ea1i h\u1ecdc FPT t\u1ea1o ra r\u00f5 nh\u1ea5t l\u00e0 m\u1ed9t m\u00f4i tr\u01b0\u1eddng c\u1edfi m\u1edf \u0111\u1ec3 sinh vi\u00ean kh\u00f4ng ch\u1ec9 d\u1eebng l\u1ea1i \u1edf ki\u1ebfn th\u1ee9c tr\u00ean l\u1edbp m\u00e0 c\u00f3 th\u1ec3 b\u1eaft tay v\u00e0o nh\u1eefng b\u00e0i to\u00e1n th\u1ef1c t\u1ebf. T\u1ea1i AI Technology and Application Research Lab (AiTA Lab), sinh vi\u00ean c\u00f3 c\u01a1 h\u1ed9i tham gia nghi\u00ean c\u1ee9u ngay t\u1eeb khi c\u00f2n \u0111i h\u1ecdc, nh\u1eadn h\u01b0\u1edbng d\u1eabn t\u1eeb gi\u1ea3ng vi\u00ean v\u00e0 k\u1ebft n\u1ed1i v\u1edbi m\u1ea1ng l\u01b0\u1edbi c\u00e1c nh\u00e0 nghi\u00ean c\u1ee9u qu\u1ed1c t\u1ebf. \u201c<\/span>Quan tr\u1ecdng nh\u1ea5t l\u00e0 t\u1ee5i em \u0111\u01b0\u1ee3c trao c\u01a1 h\u1ed9i l\u00e0m vi\u1ec7c th\u1eadt tr\u00ean m\u1ed9t b\u00e0i to\u00e1n th\u1eadt, c\u00f9ng nh\u1eefng ng\u01b0\u1eddi c\u00f3 kinh nghi\u1ec7m, v\u00e0 ch\u00ednh \u0111i\u1ec1u \u0111\u00f3 gi\u00fap t\u1ee5i em \u0111i xa h\u01a1n so v\u1edbi nh\u1eefng g\u00ec h\u1ecdc \u0111\u01b0\u1ee3c tr\u00ean gi\u1ea3ng \u0111\u01b0\u1eddng<\/span><\/i>.\u201d<\/span><\/p>\n

    To\u00e0n b\u1ed9 qu\u00e1 tr\u00ecnh tri\u1ec3n khai \u00fd t\u01b0\u1edfng, hu\u1ea5n luy\u1ec7n m\u00f4 h\u00ecnh, \u0111\u00e1nh gi\u00e1 v\u00e0 ho\u00e0n thi\u1ec7n nghi\u00ean c\u1ee9u di\u1ec5n ra trong kho\u1ea3ng 4 th\u00e1ng, t\u1eeb th\u00e1ng 9\/2025 \u0111\u1ebfn th\u00e1ng 1\/2026. Sau \u0111\u00f3, nh\u00f3m ti\u1ebfp t\u1ee5c tr\u1ea3i qua kho\u1ea3ng 8 th\u00e1ng c\u1ee7a qu\u00e1 tr\u00ecnh ph\u1ea3n bi\u1ec7n v\u00e0 ho\u00e0n thi\u1ec7n b\u00e0i b\u00e1o tr\u01b0\u1edbc khi nh\u1eadn \u0111\u01b0\u1ee3c th\u00f4ng b\u00e1o ch\u1ea5p nh\u1eadn. T\u1eeb m\u1ed9t c\u00e2u h\u1ecfi v\u1ec1 c\u00e1ch \u0111\u1ec3 AI hi\u1ec3u t\u1ed1t h\u01a1n nh\u1eefng c\u1ea3m x\u00fac r\u1ea5t con ng\u01b0\u1eddi, nh\u00f3m \u0111\u00e3 \u0111i qua h\u00e0ng lo\u1ea1t th\u1eed nghi\u1ec7m, nh\u1eefng l\u1ea7n k\u1ebft qu\u1ea3 ch\u01b0a nh\u01b0 mong \u0111\u1ee3i, nh\u1eefng cu\u1ed9c tranh lu\u1eadn chuy\u00ean m\u00f4n, m\u1ed9t tu\u1ea7n ch\u1ea1y \u0111ua v\u1edbi deadline v\u00e0 nhi\u1ec1u v\u00f2ng ph\u1ea3n bi\u1ec7n qu\u1ed1c t\u1ebf.<\/span><\/p>\n

    C\u00f4ng tr\u00ecnh \u201cTowards effective multimodal emotion recognition in conversations via joint multi-graph learning and self-distillation\u201d v\u00ec th\u1ebf kh\u00f4ng ch\u1ec9 l\u00e0 m\u1ed9t c\u00f4ng b\u1ed1 tr\u00ean t\u1ea1p ch\u00ed Q1. \u0110\u00f3 c\u00f2n l\u00e0 c\u00e2u chuy\u1ec7n v\u1ec1 c\u00e1ch nh\u1eefng sinh vi\u00ean tr\u1ebb h\u1ecdc c\u00e1ch \u0111\u1eb7t c\u00e2u h\u1ecfi, ch\u1ea5p nh\u1eadn k\u1ebft qu\u1ea3 ch\u01b0a ho\u00e0n h\u1ea3o, b\u1ea3o v\u1ec7 \u00fd t\u01b0\u1edfng b\u1eb1ng b\u1eb1ng ch\u1ee9ng v\u00e0 ki\u00ean tr\u00ec \u0111i ti\u1ebfp. V\u00e0 c\u00f3 l\u1ebd, v\u1edbi m\u1ed9t h\u00e0nh tr\u00ecnh nghi\u00ean c\u1ee9u, \u0111\u00f3 m\u1edbi l\u00e0 th\u00e0nh qu\u1ea3 \u0111\u00e1ng gi\u00e1 nh\u1ea5t: kh\u00f4ng ph\u1ea3i ch\u1edd \u0111\u1ebfn khi \u0111\u1ee7 gi\u1ecfi m\u1edbi b\u1eaft \u0111\u1ea7u, m\u00e0 b\u1eaft \u0111\u1ea7u \u0111\u1ec3 t\u1eebng ng\u00e0y tr\u1edf n\u00ean gi\u1ecfi h\u01a1n.<\/span><\/p>\n

     <\/p>\n

    \u1ea2nh: Qu\u00fd L\u1ed9c| B\u00e0i: \u00c1i Nhi – Hu\u1ef3nh H\u00e0\u00a0<\/strong><\/em><\/p>\n

     <\/p>\n","protected":false},"excerpt":{"rendered":"

    B\u1eaft \u0111\u1ea7u t\u1eeb m\u1ed9t b\u00e0i to\u00e1n r\u1ea5t \u201ccon ng\u01b0\u1eddi\u201d \u2013 l\u00e0m th\u1ebf n\u00e0o \u0111\u1ec3 AI hi\u1ec3u \u0111\u01b0\u1ee3c c\u1ea3m x\u00fac \u1ea9n sau l\u1eddi n\u00f3i, nh\u00f3m sinh vi\u00ean Tr\u01b0\u1eddng \u0110\u1ea1i h\u1ecdc FPT \u0111\u00e3 c\u00f9ng c\u00e1c nh\u00e0 nghi\u00ean c\u1ee9u trong v\u00e0 ngo\u00e0i n\u01b0\u1edbc ph\u00e1t tri\u1ec3n m\u00f4 h\u00ecnh DiGemo v\u01b0\u1ee3t qua nhi\u1ec1u v\u00f2ng th\u1eed nghi\u1ec7m v\u00e0 ph\u1ea3n bi\u1ec7n, \u0111\u01b0\u1ee3c […]\n","protected":false},"author":27,"featured_media":9386,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[49,17,2,1],"tags":[],"class_list":["post-9381","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-chan-dung-sinh-vien","category-doi-song-sinh-vien","category-hoat-dong-nckh","category-nghien-cuu-rbl"],"acf":[],"_links":{"self":[{"href":"https:\/\/daihoc.fpt.edu.vn\/hcm\/wp-json\/wp\/v2\/posts\/9381","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/daihoc.fpt.edu.vn\/hcm\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/daihoc.fpt.edu.vn\/hcm\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/daihoc.fpt.edu.vn\/hcm\/wp-json\/wp\/v2\/users\/27"}],"replies":[{"embeddable":true,"href":"https:\/\/daihoc.fpt.edu.vn\/hcm\/wp-json\/wp\/v2\/comments?post=9381"}],"version-history":[{"count":5,"href":"https:\/\/daihoc.fpt.edu.vn\/hcm\/wp-json\/wp\/v2\/posts\/9381\/revisions"}],"predecessor-version":[{"id":9676,"href":"https:\/\/daihoc.fpt.edu.vn\/hcm\/wp-json\/wp\/v2\/posts\/9381\/revisions\/9676"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/daihoc.fpt.edu.vn\/hcm\/wp-json\/wp\/v2\/media\/9386"}],"wp:attachment":[{"href":"https:\/\/daihoc.fpt.edu.vn\/hcm\/wp-json\/wp\/v2\/media?parent=9381"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/daihoc.fpt.edu.vn\/hcm\/wp-json\/wp\/v2\/categories?post=9381"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/daihoc.fpt.edu.vn\/hcm\/wp-json\/wp\/v2\/tags?post=9381"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}