{"id":8185,"date":"2026-08-25T07:35:06","date_gmt":"2026-08-25T07:35:06","guid":{"rendered":"https:\/\/daihoc.fpt.edu.vn\/hcm\/?p=8185"},"modified":"2026-08-26T04:45:35","modified_gmt":"2026-08-26T04:45:35","slug":"hai-cong-trinh-nghien-cuu-ai-cua-sinh-vien-fptu-chinh-phuc-hoi-nghi-khoa-hoc-quoc-te","status":"publish","type":"post","link":"https:\/\/daihoc.fpt.edu.vn\/hcm\/hai-cong-trinh-nghien-cuu-ai-cua-sinh-vien-fptu-chinh-phuc-hoi-nghi-khoa-hoc-quoc-te\/","title":{"rendered":"Hai c\u00f4ng tr\u00ecnh nghi\u00ean c\u1ee9u AI c\u1ee7a sinh vi\u00ean FPTU chinh ph\u1ee5c h\u1ed9i ngh\u1ecb khoa h\u1ecdc qu\u1ed1c t\u1ebf"},"content":{"rendered":"

Sinh vi\u00ean ng\u00e0nh An to\u00e0n Th\u00f4ng tin, Tr\u01b0\u1eddng \u0110\u1ea1i h\u1ecdc FPT v\u1eeba c\u00f3 hai c\u00f4ng tr\u00ecnh nghi\u00ean c\u1ee9u \u0111\u01b0\u1ee3c ch\u1ea5p nh\u1eadn tr\u00ecnh b\u00e0y t\u1ea1i hai h\u1ed9i ngh\u1ecb khoa h\u1ecdc qu\u1ed1c t\u1ebf MAPR 2026 v\u00e0 APWeb-WAIM 2026. C\u00e1c nghi\u00ean c\u1ee9u t\u1eadp trung v\u00e0o vi\u1ec7c \u1ee9ng d\u1ee5ng tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o (AI) trong gi\u1ea3i quy\u1ebft c\u00e1c b\u00e0i to\u00e1n thu\u1ed9c l\u0129nh v\u1ef1c an to\u00e0n th\u00f4ng tin, qua \u0111\u00f3 t\u1ea1o c\u01a1 h\u1ed9i \u0111\u1ec3 sinh vi\u00ean ti\u1ebfp c\u1eadn v\u1edbi ho\u1ea1t \u0111\u1ed9ng nghi\u00ean c\u1ee9u v\u00e0 trao \u0111\u1ed5i h\u1ecdc thu\u1eadt \u1edf c\u1ea5p \u0111\u1ed9 qu\u1ed1c t\u1ebf.<\/i><\/b><\/span><\/p>\n

Ph\u00e1t hi\u1ec7n l\u1ed7 h\u1ed5ng Smart Contract b\u1eb1ng LLM t\u1ea1i MAPR 2026<\/b><\/span><\/p>\n

C\u00f4ng tr\u00ecnh LLM-powered Smart Contract Vulnerability Detection with RAG-based Knowledge Base and Corrective Quality Gating do c\u00e1c sinh vi\u00ean Nguy\u1ec5n H\u1ed3ng S\u01a1n, Tr\u1ea7n Qu\u1ea3ng Qu\u00e2n, V\u0169 Quang Huy v\u00e0 Nguy\u1ec5n Thanh Danh th\u1ef1c hi\u1ec7n, d\u01b0\u1edbi s\u1ef1 h\u01b0\u1edbng d\u1eabn c\u1ee7a ThS. Tr\u1ea7n V\u0103n Ninh v\u00e0 PGS. TS. \u0110\u1eb7ng Ng\u1ecdc Minh \u0110\u1ee9c.<\/span><\/p>\n

\"Image\"<\/p>\n

Nh\u00f3m t\u1eadp trung gi\u1ea3i quy\u1ebft b\u00e0i to\u00e1n ph\u00e1t hi\u1ec7n l\u1ed7 h\u1ed5ng b\u1ea3o m\u1eadt trong Smart Contract tr\u00ean n\u1ec1n t\u1ea3ng Blockchain, k\u1ebft h\u1ee3p gi\u1eefa Static Analysis, Large Language Models (LLM) v\u00e0 k\u1ef9 thu\u1eadt Retrieval-Augmented Generation (RAG). \u0110i\u1ec3m nh\u1ea5n c\u1ee7a nghi\u00ean c\u1ee9u n\u1eb1m \u1edf c\u01a1 ch\u1ebf Corrective RAG, gi\u00fap s\u00e0ng l\u1ecdc v\u00e0 n\u00e2ng cao ch\u1ea5t l\u01b0\u1ee3ng d\u1eef li\u1ec7u tr\u01b0\u1edbc khi \u0111\u01b0a v\u00e0o m\u00f4 h\u00ecnh x\u1eed l\u00fd, qua \u0111\u00f3 g\u00f3p ph\u1ea7n c\u1ea3i thi\u1ec7n kh\u1ea3 n\u0103ng ph\u00e1t hi\u1ec7n c\u00e1c v\u1ea5n \u0111\u1ec1 b\u1ea3o m\u1eadt.<\/span> C\u00f4ng tr\u00ecnh s\u1ebd \u0111\u01b0\u1ee3c xu\u1ea5t b\u1ea3n tr\u00ean IEEE Xplore v\u00e0 l\u1eadp ch\u1ec9 m\u1ee5c Scopus theo quy \u0111\u1ecbnh c\u1ee7a h\u1ed9i ngh\u1ecb.<\/span><\/span><\/p>\n

V\u1edbi c\u00e1c th\u00e0nh vi\u00ean trong nh\u00f3m, nghi\u00ean c\u1ee9u khoa h\u1ecdc kh\u00f4ng ch\u1ec9 mang \u0111\u1ebfn m\u1ed9t k\u1ebft qu\u1ea3 h\u1ecdc thu\u1eadt, m\u00e0 c\u00f2n l\u00e0 h\u00e0nh tr\u00ecnh h\u1ecdc c\u00e1ch ki\u00ean tr\u00ec tr\u01b0\u1edbc nh\u1eefng b\u00e0i to\u00e1n kh\u00f3. T\u1eeb nh\u1eefng v\u1ea5n \u0111\u1ec1 t\u01b0\u1edfng ch\u1eebng r\u1ea5t nh\u1ecf, nh\u00f3m t\u1eebng b\u01b0\u1edbc th\u1eed nghi\u1ec7m, \u0111i\u1ec1u ch\u1ec9nh, trao \u0111\u1ed5i c\u00f9ng gi\u1ea3ng vi\u00ean h\u01b0\u1edbng d\u1eabn v\u00e0 kh\u00f4ng ng\u1ea1i l\u00e0m l\u1ea1i \u0111\u1ec3 ho\u00e0n thi\u1ec7n k\u1ebft qu\u1ea3.<\/span><\/p>\n

V\u1edbi Nguy\u1ec5n H\u1ed3ng S\u01a1n: “\u0110<\/span>\u00e2y l\u00e0 b\u00e0i b\u00e1o khoa h\u1ecdc \u0111\u1ea7u ti\u00ean, h\u1ed9i ngh\u1ecb \u0111\u1ea7u ti\u00ean v\u00e0 c\u0169ng l\u00e0 th\u00e0nh qu\u1ea3 \u0111\u1ea7u ti\u00ean sau m\u1ed9t h\u00e0nh tr\u00ecnh d\u00e0i h\u1ecdc t\u1eadp, nghi\u00ean c\u1ee9u v\u00e0 th\u1eed th\u00e1ch b\u1ea3n th\u00e2n. \u0110i\u1ec1u m\u00ecnh tr\u00e2n tr\u1ecdng nh\u1ea5t kh\u00f4ng ph\u1ea3i l\u00e0 t\u1ea5m ch\u1ee9ng nh\u1eadn, m\u00e0 l\u00e0 vi\u1ec7c m\u00ecnh \u0111\u00e3 d\u00e1m b\u1eaft \u0111\u1ea7u, ki\u00ean tr\u00ec \u0111i \u0111\u1ebfn c\u00f9ng v\u00e0 tr\u01b0\u1edfng th\u00e0nh h\u01a1n qua t\u1eebng b\u01b0\u1edbc \u0111i. Th\u00e0nh qu\u1ea3 t\u1eeb nghi\u00ean c\u1ee9u l\u1ea7n n\u00e0y c\u0169ng l\u00e0 n\u1ec1n t\u1ea3ng \u0111\u1ec3 m\u00ecnh ti\u1ebfp t\u1ee5c c\u1ed1 g\u1eafng tr\u00ean nh\u1eefng ch\u1eb7ng \u0111\u01b0\u1eddng ph\u00eda tr\u01b0\u1edbc.<\/em>\u201d<\/p>\n

Ch\u1eb7ng \u0111\u01b0\u1eddng \u1ea5y s\u1ebd ti\u1ebfp t\u1ee5c \u0111\u01b0\u1ee3c m\u1edf ra v\u00e0o th\u00e1ng 9\/2026, khi S\u01a1n l\u00ean \u0111\u01b0\u1eddng sang Nga theo h\u1ecdc h\u1ecdc b\u1ed5ng Cao h\u1ecdc t\u1ea1i \u0110\u1ea1i h\u1ecdc K\u1ef9 thu\u1eadt Truy\u1ec1n th\u00f4ng v\u00e0 Tin h\u1ecdc M\u00e1t-xc\u01a1-va, chuy\u00ean ng\u00e0nh B\u1ea3o m\u1eadt Th\u00f4ng tin. V\u1edbi nh\u1eefng g\u00ec \u0111\u00e3 t\u00edch l\u0169y t\u1eeb qu\u00e1 tr\u00ecnh h\u1ecdc t\u1eadp v\u00e0 nghi\u00ean c\u1ee9u, th\u00e0nh qu\u1ea3 t\u1ea1i Tr\u01b0\u1eddng \u0110\u1ea1i h\u1ecdc FPT s\u1ebd tr\u1edf th\u00e0nh m\u1ed9t \u0111i\u1ec3m t\u1ef1a \u0111\u1ec3 S\u01a1n ti\u1ebfp t\u1ee5c theo \u0111u\u1ed5i con \u0111\u01b0\u1eddng h\u1ecdc thu\u1eadt, m\u1edf r\u1ed9ng gi\u1edbi h\u1ea1n c\u1ee7a b\u1ea3n th\u00e2n v\u00e0 h\u01b0\u1edbng \u0111\u1ebfn nh\u1eefng \u0111\u00f3ng g\u00f3p s\u00e2u h\u01a1n trong l\u0129nh v\u1ef1c m\u00ecnh theo \u0111u\u1ed5i.<\/p>\n

Thi\u1ebft k\u1ebf h\u00e0m th\u01b0\u1edfng cho ph\u00f2ng th\u1ee7 x\u00e2m nh\u1eadp m\u1ea1ng t\u1ea1i APWeb-WAIM 2026<\/span><\/strong><\/p>\n

Ti\u1ebfp n\u1ed1i d\u1ea5u \u1ea5n nghi\u00ean c\u1ee9u, c\u00f4ng tr\u00ecnh <\/span>Persistence-Aware Reward Design for Closed-Loop Reinforcement Learning-Based Network Intrusion Defense<\/span> do c\u00e1c sinh vi\u00ean H\u1ed3 L\u00ea B\u00ecnh, Nguy\u1ec5n Ho\u00e0ng Tr\u00ed, Ph\u1ea1m Tu\u1ea5n Anh v\u00e0 Tr\u1ecbnh Nguy\u1ec5n Y\u1ebfn Vy th\u1ef1c hi\u1ec7n, d\u01b0\u1edbi s\u1ef1 h\u01b0\u1edbng d\u1eabn c\u1ee7a Gi\u1ea3ng vi\u00ean Mai Ho\u00e0ng \u0110\u1ec9nh.<\/span><\/span><\/p>\n

\"Gemini<\/p>\n

Nh\u00f3m t\u1eadp trung v\u00e0o b\u00e0i to\u00e1n thi\u1ebft k\u1ebf h\u00e0m th\u01b0\u1edfng (reward) trong Reinforcement Learning cho ph\u00f2ng th\u1ee7 x\u00e2m nh\u1eadp m\u1ea1ng. T\u1eeb \u0111\u00f3, nh\u00f3m \u0111\u1ec1 xu\u1ea5t ki\u1ebfn tr\u00fac Persistence-Aware Reward (PAR), gi\u00fap AI Agent v\u1eeba \u01b0u ti\u00ean ph\u00e1t hi\u1ec7n v\u00e0 gi\u1ea3m thi\u1ec3u c\u00e1c cu\u1ed9c t\u1ea5n c\u00f4ng, v\u1eeba h\u1ea1n ch\u1ebf nh\u1eefng t\u00e1c \u0111\u1ed9ng kh\u00f4ng c\u1ea7n thi\u1ebft \u0111\u1ebfn l\u01b0u l\u01b0\u1ee3ng m\u1ea1ng h\u1ee3p l\u1ec7. Gi\u1ea3i ph\u00e1p \u0111\u01b0\u1ee3c ki\u1ec3m ch\u1ee9ng tr\u00ean m\u00f4i tr\u01b0\u1eddng m\u1ea1ng m\u00f4 ph\u1ecfng b\u1eb1ng Mininet k\u1ebft h\u1ee3p c\u00e1c lu\u1eadt iptables, qua \u0111\u00f3 \u0111\u00e1nh gi\u00e1 kh\u1ea3 n\u0103ng ho\u1ea1t \u0111\u1ed9ng c\u1ee7a m\u00f4 h\u00ecnh trong nh\u1eefng t\u00ecnh hu\u1ed1ng ph\u00f2ng th\u1ee7 m\u1ea1ng kh\u00e1c nhau.<\/span><\/p>\n

H\u1ed3 L\u00ea B\u00ecnh, sinh vi\u00ean nh\u00f3m nghi\u00ean c\u1ee9u b\u1ed9c b\u1ea1ch: “M\u00ecnh th\u1eadt s\u1ef1 r\u1ea5t b\u1ea5t ng\u1edd v\u00e0 vui khi bi\u1ebft b\u00e0i b\u00e1o c\u1ee7a nh\u00f3m \u0111\u01b0\u1ee3c ch\u1ea5p nh\u1eadn. Khi b\u1eaft \u0111\u1ea7u, c\u1ea3 nh\u00f3m ch\u1ec9 ngh\u0129 \u0111\u01a1n gi\u1ea3n r\u1eb1ng s\u1ebd c\u00f9ng nhau n\u1ed7 l\u1ef1c h\u1ebft m\u00ecnh \u0111\u1ec3 ho\u00e0n th\u00e0nh \u0111\u1ed3 \u00e1n m\u1ed9t c\u00e1ch t\u1ed1t nh\u1ea5t. M\u00ecnh r\u1ea5t tr\u00e2n tr\u1ecdng nh\u1eefng ng\u01b0\u1eddi \u0111\u00e3 \u0111\u1ed3ng h\u00e0nh c\u00f9ng nh\u00f3m, c\u0169ng nh\u01b0 nh\u1eefng kh\u00f3 kh\u0103n m\u00e0 c\u1ea3 nh\u00f3m \u0111\u00e3 c\u00f9ng nhau tr\u1ea3i qua. Ch\u00ednh nh\u1eefng th\u1eed th\u00e1ch \u1ea5y \u0111\u00e3 gi\u00fap m\u00ecnh v\u00e0 c\u00e1c th\u00e0nh vi\u00ean tr\u01b0\u1edfng th\u00e0nh h\u01a1n, v\u1eefng v\u00e0ng h\u01a1n, v\u00e0 cu\u1ed1i c\u00f9ng \u0111\u1ea1t \u0111\u01b0\u1ee3c m\u1ed9t k\u1ebft qu\u1ea3 v\u01b0\u1ee3t ngo\u00e0i mong \u0111\u1ee3i”.\u00a0<\/em><\/p>\n

C\u00f4ng tr\u00ecnh \u0111\u00e3 \u0111\u01b0\u1ee3c ch\u1ea5p nh\u1eadn t\u1ea1i Special Track \u201cTrustworthy, Robust, and Intelligent AI Systems for Data-Driven Applications\u201d v\u00e0 s\u1ebd \u0111\u01b0\u1ee3c xu\u1ea5t b\u1ea3n trong k\u1ef7 y\u1ebfu h\u1ed9i ngh\u1ecb do Springer Communications in Computer and Information Science (CCIS) ph\u00e1t h\u00e0nh.<\/span><\/p>\n

\u0110\u1ec3 ho\u00e0n thi\u1ec7n c\u00e1c c\u00f4ng tr\u00ecnh, sinh vi\u00ean \u0111\u1ed3ng th\u1eddi th\u1ef1c hi\u1ec7n ch\u01b0\u01a1ng tr\u00ecnh h\u1ecdc, kh\u00f3a lu\u1eadn t\u1ed1t nghi\u1ec7p v\u00e0 c\u00e1c ho\u1ea1t \u0111\u1ed9ng nghi\u00ean c\u1ee9u ngo\u00e0i gi\u1edd l\u00ean l\u1edbp. Qu\u00e1 tr\u00ecnh nghi\u00ean c\u1ee9u bao g\u1ed3m c\u00e1c b\u01b0\u1edbc t\u00ecm hi\u1ec3u t\u00e0i li\u1ec7u, x\u00e2y d\u1ef1ng ph\u01b0\u01a1ng ph\u00e1p, ti\u1ebfn h\u00e0nh th\u1eed nghi\u1ec7m, \u0111\u00e1nh gi\u00e1 k\u1ebft qu\u1ea3 v\u00e0 \u0111i\u1ec1u ch\u1ec9nh gi\u1ea3i ph\u00e1p.<\/span><\/p>\n

Vi\u1ec7c \u0111\u01b0\u1ee3c ch\u1ea5p nh\u1eadn t\u1ea1i c\u00e1c h\u1ed9i ngh\u1ecb khoa h\u1ecdc qu\u1ed1c t\u1ebf l\u00e0 m\u1ed9t d\u1ea5u m\u1ed1c trong qu\u00e1 tr\u00ecnh nghi\u00ean c\u1ee9u c\u1ee7a sinh vi\u00ean, \u0111\u1ed3ng th\u1eddi cho th\u1ea5y kh\u1ea3 n\u0103ng v\u1eadn d\u1ee5ng ki\u1ebfn th\u1ee9c chuy\u00ean m\u00f4n v\u00e0o c\u00e1c b\u00e0i to\u00e1n th\u1ef1c ti\u1ec5n trong l\u0129nh v\u1ef1c an to\u00e0n th\u00f4ng tin. \u0110\u00e2y c\u0169ng l\u00e0 c\u01a1 h\u1ed9i \u0111\u1ec3 sinh vi\u00ean ti\u1ebfp t\u1ee5c m\u1edf r\u1ed9ng tr\u1ea3i nghi\u1ec7m nghi\u00ean c\u1ee9u, c\u1eadp nh\u1eadt c\u00e1c h\u01b0\u1edbng ti\u1ebfp c\u1eadn m\u1edbi v\u00e0 trao \u0111\u1ed5i v\u1edbi c\u1ed9ng \u0111\u1ed3ng h\u1ecdc thu\u1eadt trong l\u0129nh v\u1ef1c.<\/span><\/p>\n

Anh Th\u01b0 t\u1ed5ng h\u1ee3p\u00a0<\/em><\/strong><\/p>\n

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

Sinh vi\u00ean ng\u00e0nh An to\u00e0n Th\u00f4ng tin, Tr\u01b0\u1eddng \u0110\u1ea1i h\u1ecdc FPT v\u1eeba c\u00f3 hai c\u00f4ng tr\u00ecnh nghi\u00ean c\u1ee9u \u0111\u01b0\u1ee3c ch\u1ea5p nh\u1eadn tr\u00ecnh b\u00e0y t\u1ea1i hai h\u1ed9i ngh\u1ecb khoa h\u1ecdc qu\u1ed1c t\u1ebf MAPR 2026 v\u00e0 APWeb-WAIM 2026. C\u00e1c nghi\u00ean c\u1ee9u t\u1eadp trung v\u00e0o vi\u1ec7c \u1ee9ng d\u1ee5ng tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o (AI) trong gi\u1ea3i quy\u1ebft c\u00e1c b\u00e0i […]\n","protected":false},"author":7,"featured_media":8193,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[49,2],"tags":[],"class_list":["post-8185","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-chan-dung-sinh-vien","category-hoat-dong-nckh"],"acf":[],"_links":{"self":[{"href":"https:\/\/daihoc.fpt.edu.vn\/hcm\/wp-json\/wp\/v2\/posts\/8185","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\/7"}],"replies":[{"embeddable":true,"href":"https:\/\/daihoc.fpt.edu.vn\/hcm\/wp-json\/wp\/v2\/comments?post=8185"}],"version-history":[{"count":4,"href":"https:\/\/daihoc.fpt.edu.vn\/hcm\/wp-json\/wp\/v2\/posts\/8185\/revisions"}],"predecessor-version":[{"id":8205,"href":"https:\/\/daihoc.fpt.edu.vn\/hcm\/wp-json\/wp\/v2\/posts\/8185\/revisions\/8205"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/daihoc.fpt.edu.vn\/hcm\/wp-json\/wp\/v2\/media\/8193"}],"wp:attachment":[{"href":"https:\/\/daihoc.fpt.edu.vn\/hcm\/wp-json\/wp\/v2\/media?parent=8185"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/daihoc.fpt.edu.vn\/hcm\/wp-json\/wp\/v2\/categories?post=8185"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/daihoc.fpt.edu.vn\/hcm\/wp-json\/wp\/v2\/tags?post=8185"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}