Introduction

Recent advancements in AI are bringing about significant changes and reshaping various aspects of the socio-economic landscape. At the forefront of this progress is a powerful machine learning approach known as foundational models. These models have revolutionized fields such as natural language processing, computer vision, speech processing, and bioinformatics, and they have had significant impacts on various domains such as education, healthcare, medicine, and materials.
Foundation models are trained on massive unlabeled data and then can be applied to different specific tasks with minimal fine-tuning. We have witnessed the initial glimpses of the immense potential of foundation models in domains such as imagery and language. Early pioneers, such as GPT-3, BERT, and DALL-E 2, have showcased the incredible possibilities of foundation models.
This laboratory aims to become a pioneering research laboratory on foundational models in the country and region. We aim to become a prestigious address for businesses in training, research, development, and transfer of technologies related to foundation models. Our goal is to build foundation models specifically for Vietnam-specific data, fine-tune the foundation models and build applications for Vietnam-specific fields such as law, finance, healthcare, and education.

Contact: Dr. Dinh Viet Sang, Email: sangdv@soict.hust.edu.vn

Research Directions

  • Foundational models for Vietnam-specific data including text, image, speech and multi-modal data sources (such as vision-language or speech-text alignment).
  • Fine-tuning foundation methods (including prompt tuning, lightweight fine-tuning and normal fine-tuning) for Vietnam-specific tasks in various fields such as law, finance, healthcare, education and many specific tasks in CV/NLP/ARS.
  • Model optimization: quantization, knowledge distillation…
  • Practical applications: Question answering systems, Chatbot, Information retrieval, Visual recognition…
  • Study prompt engineering

Team Members

Dr. Dinh Viet Sang
Head

Dr. Tran Viet Hung
Co-Head

Assoc. Prof. Le Thanh Huong
Member

DR. Nguyen Phi Le
Member

Dr. Ngo Van Linh
Member

Dr. Dang Tuan Linh
Member

Dr. Dinh Thi Ha Ly
Member

Dr. Tran Van Dang
Member

Collaborations

National partners (in Vietnam)

  • MICA (HUST)
  • RMIT
  • HCMUS
  • VNU
  • TIKI
  • Hanoi Medical University

International partners

  • NII, Japan
  • NUS, Singapore
  • La Rochelle University, France
  • NAVER, Korea
  • Got It, USA
  •  

Latest Publications

Publications in 2024

  1. Thang Duc Phan and Huong Thanh Le. Utilize Pre-Trained PhoBERT to Compute Text Similarity and Rerank Documents for Question-Answering Task. 12th International Conference on Control, Automation and Information Sciences (ICCAIS). 200-205. Hanoi. 27/11/2023
  2. T. K. Lai, and I. L. Ngo. An investigation on the thermo-electrohydraulic performance of novel ECF micro-pump.. International Journal of Heat and Mass Transfer. 29/09/2024
  3. Minh Khiem Pham, Phi Le Nguyen, Viet Hung Vu, Thao Nguyen Truong, Hoa Vo-Van, Thanh Ngo-Duc. A Data-driven Approach for High Accurate Spatiotemporal Precipitation Estimation", Neural Computing and Applications Journal. Neural Computing and Applications. 6099–6118. 13/12/2023
  4. T. K. Lai, K. D. Tran, and I. L. Ngo. A numerical study on the thermo-electrohydrodynamic performance of ECF micro-pumps. Sustainability and Emerging Technologies for Smart Manufacturing. 29/04/2024
  5. Duc Long Nguyen, Phi Le Nguyen, Thao Nguyen Truong. Combating Quality Distortion in Federated Learning with Collaborative Data Selection. Pacific-Asia Conference on Knowledge Discovery and Data Mining. 1-6. Taiwan. 25/04/2024
  6. Van An Le, Nam Duong Tran, Phuong Nam Nguyen, Thanh Hung Nguyen, Phi Le Nguyen, Truong Thao Nguyen, Yusheng Ji. Enhancing the Generalization of Personalized Federated Learning with Multi-head Model and Ensemble Voting. 38th IEEE International Parallel & Distributed Processing Symposium (IPDPS 2024). 279-289. Mỹ. 27/05/2024
  7. Viet Hung Vu, Duc Long Nguyen, Thanh Hung Nguyen, Nguyen Quoc Viet Hung, Phi Le Nguyen, Huynh Thanh Trung. Self-supervised air quality estimation with graph neural network assistance and attention enhancement. Neural Computing and Applications Journal. 11171–11193. 21/02/2024
  8. Tuan Linh Dang, Thuy Ha Hoang, Minh Hoang Cu, Duc Quang Nguyen, Huu Phuc Hoang. Semi-supervised Learning for Image Quality Assessment Problem. International Journal of Computer Applications. 9-13. 21/02/2024
  9. JYE Tin, WW Tan, AA Bakar, MS Mahali, FF Lothai, NF Mohammad, SSA Hassan & KF Chin. A Conceptual Design of Sustainable Solar Photovoltaic (PV) Powered Corridor Lighting System with IoT Application. ICREEM 2022. 09/03/2024
  10. Thanh Trung Nguyen; Minh Hai Vu; Thi Ha Ly Dinh; Phi Le Nguyen; Kien Nguyen. MuLeS: A Multi-Client Learning-Based MPQUIC Scheduler. IEEE Consumer Communications and Networking Conference, CCNC. 656-661. Las Vegas, USA. 06/01/2024
  11. Quang Minh Dang, Minh Tuyen Truong, Tuan Linh Dang. A lightweight approach for image quality assessment. Signal, Image and Video Processing. 1-8. 01/06/2024
  12. T. K. Lai, and I. L. Ngo. A new design and optimization of VD-ECF micro-pump: Advancements in electrohydraulic performance. Physics of Fluids. 29/07/2024
  13. Tuan Linh Dang, Trung Hieu Pham, Duc Loc Le, Xuan Tung Tran, Hoang Nam Le, Khanh Hung Nguyen, Tran Tuan Nghia Trinh. Person re-identification on lightweight devices: end-to-end approach. Multimedia Tools and Applications. 1-14. 27/03/2024
  14. Darnbi Sakong, Viet Hung Vu, Thanh Trung Huynh, Phi Le Nguyen, Hongzhi Yin, Quoc Viet Hung Nguyen, Thanh Tam Nguyen. Higher-order knowledge-enhanced recommendation with heterogeneous hypergraph multi-attention. Information Sciences. 1-23. 06/07/2024
  15. T. K. Lai, and I. L. Ngo. An investigation on the electrohydraulic performance of novel ECF micro-pump with NACAshaped electrodes. Theoretical and Computational Fluid Dynamics. 29/02/2024
  16. Trung Thanh Nguyen, Phi Le Nguyen, Yasutomo Kawanishi, Takahiro Komamizu, Ichiro Ide. Zero-Shot Pill-Prescription Matching With Graph Convolutional Network and Contrastive Learning. IEEE Access. 55889 - 55904. 13/04/2024
  17. Yukinobu Hoshino, Masahiro Shimasaki, Namal Rathnayake, Tuan Linh Dang. Performance verification and latency time evaluation of hardware image processing module for appearance inspection systems using FPGA. Journal of Real-Time Image Processing. 1-16. 26/11/2023
  18. Yukinobu Hoshino , Yuka Nishiyama, Toshimi Yamamoto, Yuki Shinomiya, Namal Rathnayake , Tuan Linh Dang. Human-inspired similarity control system: Enhancing line-following robot perception. Applied Soft Computing Journal. 1-15. 14/04/2024
  19. Tran Thi Cam Giang, Dao Tung Lam , Huynh Thi Thanh Binh, Dinh Thi Ha Ly, Do Quoc Huy. BWave framework for coverage path planning in complex environment with energy constraint. Expert Systems with Applications. 123277. 16/01/2024
  20. Tuan Linh Dang, Trung Hieu Pham, Duc Manh Dao, Hoang Vu Nguyen, Quang Minh Dang, Ba Tuan Nguyen, Nicolas Monet. DATE: a video dataset and benchmark for dynamic hand gesture recognition. Neural Computing and Applications. 1-15. 09/05/2024

Publications in 2023

  1. Nam Duong Tran, Manh Cuong Dao, Thanh Hung Nguyen, Thi Ha Ly Dinh, Kien Nguyen, Phi Le Nguyen. A Deep Reinforcement Learning-Based Multi-objective Optimization for Crowdsensing-Based Air Quality Monitoring Systems. aciids. 436–448. 29/09/2023
  2. Nguyễn Đức Ca, Phan Thị Thu, Hoàng Thị Minh Anh, Phạm Ngọc Dương, Nguyễn Hoàng Giang, Nguyễn Lệ Hằng. Nâng cao hiệu quả quản trị đại học trong bối cảnh đổi mới giáo dục tại Việt Nam. Tạp chí khoa học giáo dục Việt Nam. 14/03/2023
  3. Thai Nguyen Quoc, Huong Le Thanh, Hanh Pham Van. Khmer-Vietnamese Neural Machine Translation Improvement Using Data Augmentation Strategies. Informatica (Slovenia). 349-360. 15/07/2023
  4. Nguyen Quang Duc, Tran Khanh Luong, Le Hong Duc, Nguyen Huy Hoan, Trinh Anh Phuc, Dinh Viet Sang. Improving Single Positive Multi-label Classification via Knowledge-based Label-weighted Large Loss Rejection. The 12th International Symposium on Information and Communication Technology. 429-434. 07/12/2023
  5. Quang Ha Pham, Nang Hung Nguyen, Thanh Hung Nguyen, Huy Hieu Pham, Phi Le Nguyen, Truong Thao Nguyen. SEM: A Simple Yet Efficient Model-agnostic Local Training Mechanism to Tackle Data Sparsity and Scarcity in Federated Learning. CANDAR. 1-8. nagoya. 28/11/2023
  6. Quan Nguyen, Hieu H. Pham, Kok-Seng Wong, Phi Le Nguyen, Truong Thao Nguyen, Minh N. Do. FedDCT: Federated Learning of Large Convolutional Neural Networks on Resource Constrained Devices using Divide and Collaborative Training. IEEE Transactions on Network and Service Management. 1-20. 01/09/2023
  7. Anh Duy Nguyen, Thu Hang Phung, Thuy Dung Nguyen, Huy Hieu Pham, Kien Nguyen, Phi Le Nguyen. GAMMA: A universal model for calibrating sensory data of multiple low-cost air monitoring devices. Engineering Applications of Artificial Intelligence. 1-30. 09/11/2023
  8. Ren-Jun Soon, Dinh Viet Sang, Chin-Boon Chng, Chee-Kong Chui. Explainable AI for CPS-Based Manufacturing Workcell. 2023 International Conference on System Science and Engineering (ICSSE). 332-337. 27/07/2023
  9. Ngo-Kien Duong, Viet-Sang Dinh, Thi-Oanh Nguyen. MCLDA: Multi-level Contrastive Learning for Domain Adaptive Semantic Segmentation. SOICT '23: Proceedings of the 12th International Symposium on Information and Communication Technology. 343–350. Ho Chi Minh, Viet Nam. 07/12/2023
  10. Nang Hung Nguyen, Duc Long Nguyen, Trong Bang Nguyen, Thanh-Hung Nguyen, Hieu Pham, Truong Thao Nguyen, Phi Le Nguyen. CADIS: Handling Cluster-skewed Non-IID Data in Federated Learning with Clustered Aggregation and Knowledge Distilled Regularization. 22nd IEEE International Symposium on Cluster, Cloud and Internet Computing (CCGrid). 1-9. 01/05/2023
  11. Quang Nhat Nguyen, Huong Thanh Le. Building an Efficient Retriever System with Limited Resources.. Advances in Information and Communication Technology. ICTA 2023. 40-50. Thái Nguyên. 13/12/2023
  12. Hoang Quan Pham, Manh Cuong Pham, Thanh Hung Nguyen, Phi Le Nguyen, Van Chien Trinh. A Q-Learning-based Energy Efficiency Optimization in LoRa Networks. soict 2023. 312–318. tphcm. 08/12/2023
  13. Tuan Linh Dang, Gia Tuyen Nguyen, Thang Cao. Real-Time Image Processing Using Edge AI Devices. International Journal of Computer Applications. 1-7. 09/11/2023
  14. Nguyen Minh Chau, Nguyen Ngoc Toan, Le Dinh Tuyen, Dinh Viet Sang, Pooi-Mun Wong, Chin-Boon Chng and Chee-Kong Chui. Boosting Facial Landmark Detection via Self-supervised and Semi-supervised Learning. The 12th International Symposium on Information and Communication Technology. 485-492. 07/12/2023
  15. Nguyen Van Giang, Nguyen Minh Son, Kieu Anh Van, Tran Cat Khanh, Pham Ngoc Minh, Dinh Viet Sang. One-stage Robotic Grasp Detection. International Conference on Knowledge and Systems Engineering (KSE). 18/10/2023
  16. Namal Rathnayake, Tuan Linh Dang, Akira Miyazaki, and Yukinobu Hoshino. An Efficient Approach for Age-Wise Rice Seeds Classification using SURF-BOF with Modified Cascaded-ANFIS algorithm. Fifteenth International Conference on Machine Vision (ICMV 2022). 1-9. Rome, Ý. 18/11/2022
  17. Huynh Thanh Trung, Nguyen Minh Hieu, Nguyen Thanh Tam, Phi Le Nguyen, Weidlich Matthias, Nguyen Quoc Viet Hung, Aberer Karl. Efficient Integration of Multi-Order Dynamics and Internal Dynamics in Stock Movement Prediction. The 16th ACM International WSDM Conference 2023. 850–858. 27/02/2023
  18. Giang Nguyen, Thi Ha Ly Dinh, Thanh Hung Nguyen, Kien Nguyen, Phi Le Nguyen. A Data-Driven Scheduling Strategy for Mobile Air Quality Monitoring Devices. ACIIDS, Lecture Notes in Computer Science. 74-86. 05/09/2023
  19. Namal Rathnayake, Akira Miyazaki, Tuan Linh Dang, Yukinobu Hoshino. Age Classification of Rice Seeds in Japan Using Gradient-Boosting and ANFIS Algorithms. Sensors. 1-18. 03/03/2023
  20. Namal Rathnayake , Upaka Rathnayake, Tuan Linh Dang, Yukinobu Hoshino. Water level prediction using soft computing techniques: A case study in the Malwathu Oya, Sri Lanka. PLoS ONE. 1-21. 22/02/2023
  21. Xuan Cuong Do, Hoang Dang Nguyen, Nhat Hai Nguyen, Thanh Hung Nguyen, Hieu Pham, Phi Le Nguyen. A Novel Approach for Extracting Key Information from Vietnamese Prescription Images. SoICT 2023. 539–545. TPHCM. 08/12/2023
  22. Minh Quang Le, Nguyen Nang Hung, Kien Nguyen, Phi Le Nguyen, Phan Thuan Do. Perpetual Sensor Networks with the Minimum Number of Mobile Chargers. Soict 2023. 282–288. tphcm. 08/12/2023
  23. Vu Quoc Hung, Tran Le Phuong Thao, Trinh Xuan Minh, Dinh Viet Sang. LSegDiff: A Latent Diffusion Model for Medical Image Segmentation. The 12th International Symposium on Information and Communication Technology. 456-462. 07/12/2023
  24. Van An Le, Yusheng Ji, Huu Huy Tran, Phi Le Nguyen, John C.S. Lui. Achieving Multi-Time-Step Segment Routing via Traffic Prediction and Compressive Sensing Techniques. IEEE Transactions on Network and Service Management. 1-1. 12/11/2023
  25. Anh Pham Duy, Huong Le Thanh. A Question-Answering System for Vietnamese Public Administrative Services. SOICT 2023: The 12th International Symposium on Information and Communication Technology. 85–92. TP Hồ Chí Minh. 07/12/2023
  26. Tuan Linh Dang, Duc Loc Le, Trung Hieu Pham, Xuan Tung Tran. Lightweight Models’ Performances on a Resource-Constrained Device for Traffic Application. The Fourth International Conference on Artificial Intelligence and Computational Intelligence. (AICI 2023) (Kỷ yếu được đăng trong Deep Learning and Other Soft Computing Techniques, Studies in Computational Intelligence 1097 ). 1-14. Hà Nội. 13/01/2023
  27. Tue Cao, Nhat Tran, Le Nguyen, Hung Nguyen, Hieu Pham. IncepSE: Leveraging InceptionTime's performance with Squeeze and Excitaion mechanism in ECG analysis. soict 2023. 578–584. tphcm. 08/12/2023
  28. Nguyen Viet Hoai, Pham Vu Hung, Dinh Viet Sang. Memory-Driven Region Contrast for Enhanced Polyp Semantic Segmentation. 2023 International Conference on Multimedia Analysis and Pattern Recognition, MAPR 2023 - Proceedings. 05/10/2023
  29. Quang Viet Ly, Ngoc Anh Tong, Bo-Mi Lee, Minh Hieu Nguyen, Huynh Thanh Trung, Phi Le Nguyen, Thu-Huong T. Hoang, Yuhoon Hwang, Jin Hur. Improving algal bloom detection using spectroscopic analysis and machine learning: A case study in a large artificial reservoir, South Korea. Science of the Total Environment. 166467 (1-14). 01/08/2023
  30. Thanh Trung Nguyen, Minh Hai Vu, Phi Le Nguyen, Phan Thuan Do, Kien Nguyen. A Q-learning-based Multipath Scheduler for Data Transmission Optimization in Heterogeneous Wireless Networks. IEEE Consumer Communications & Networking Conference (CCNC 2022). 1-6. 08/01/2023
  31. Nguyen Hong Son, Nguyen Thanh Huyen, Dinh Viet Sang. Semi-Supervised Learning with Dense Target Producer for End-to-End Lightweight Polyp Detection. International Conference on Knowledge and Systems Engineering (KSE). 18/10/2023
  32. Giang Tran Thi Cam, Duc Manh Do, Quoc Huy Do, Thi Thanh Binh Huynh , Thi Ha Ly Dinh. GPU-Based Parallel Path Planning for Mobile Robot Navigation in Dynamic Environments. Soict 2023. 878–885. 07/12/2023
  33. Anh Duy Nguyen, Huy Hieu Pham, Huynh Thanh Trung, Quoc Viet Hung Nguyen, Thao Nguyen Truong, Phi Le Nguyen. High accurate and explainable multi-pill detection framework with graph neural network-assisted multimodal data fusion. plos one. 1-20. 07/09/2023
  34. Thuy Dung Nguyen, Anh Duy Nguyen, Thanh-Hung Nguyen, Kok-Seng Wong; Huy Hieu Pham, Truong Thao Nguyen, Phi Le Nguyen. FedGrad: Mitigating Backdoor Attacks in Federated Learning Through Local Ultimate Gradients Inspection. 2023 International Joint Conference on Neural Networks (IJCNN). 1-8. Australia. 18/06/2023
  35. Pham Van Toan, Dinh Viet Sang. M3C-Polyp: Mixed Momentum Model Committee for Improved Semi-Supervised Learning in Polyp Segmentation. World Symposium on Software Engineering. 274-279. 22/09/2023
  36. Tuan Linh Dang, Trung Hieu Pham, Quang Minh Dang, Nicolas Monet. A lightweight architecture for hand gesture recognition. Multimedia Tools and Applications. 28569–28587. 31/01/2023
  37. Pham Van Toan, Dinh Viet Sang. ESSL-Polyp: A Robust Framework of Ensemble Semi-supervised Learning in Polyp Segmentation. Lecture Notes in Networks and Systems. 39-52. London, UK. 22/06/2023
  38. Toan Pham Van, Sang Dinh Viet, Linh Bao Doan, Thanh Tung Nguyen, Quang Hung Nguyen, Duc Trung Tran. Improve polyp semi-supervised segmentation with prioritizing the reliability of unlabeled images. ICSIE. 35-40. 21/10/2022
  39. Thuy Dung Nguyen, Tuan Nguyen, Phi Le Nguyen, Hieu H. Pham, Khoa D. Doan, Kok-Seng Wong. Backdoor attacks and defenses in federated learning: Survey, challenges and future research directions. Engineering Applications of Artificial Intelligence. 1-20. 04/09/2023
  40. Nguyen Thanh Long, Tran Thi Huong, Nguyen Ngoc Bao, Huynh Thi Thanh Binh, Phi Le Nguyen, Kien Nguyen. Q-learning-based Distributed Multi-Charging Algorithm for Large-scale WRSNs. Nonlinear Theory and Its Applications, IEICE. 18–34. 01/01/2023
  41. Namal Rathnayake, Upaka Rathnayake, Imiya Chathuranika, Tuan Linh Dang, Yukinobu Hoshino. Projected Water Levels and Identified Future Floods: A Comparative Analysis for Mahaweli River, Sri Lanka. IEEE Access. 8920-8937. 17/01/2023
  42. Hoang Dang Nguyen, Dinh Nguyen Vu, Viet Anh Nguyen, Tien Dong Nguyen, Phi Le Nguyen. A Robust Document Localization Solution with Segmentation and Clustering. he 36th International Conference on Industrial, Engineering & Other Applications of Applied Intelligent Systems (IEA/AIE 2023). 1-9. 01/02/2023
  43. Namal Rathnayake, Upaka Rathnayake, Imiya Chathuranika, Tuan Linh Dang, Yukinobu Hoshino. Cascaded-ANFIS to simulate nonlinear rainfall–runoff relationship. Applied Soft Computing. 1-14. 26/07/2023
  44. Anh Duy Nguyen, Viet Hung Vu, Duc Viet Hoang, Thuy Dung Nguyen, Kien Nguyen, Phi Le Nguyen, Yusheng Ji. Attentional ensemble model for accurate discharge and water level prediction with training data enhancement. Engineering Applications of Artificial Intelligence. 1/20. 28/08/2023
  45. Pham Van Toan, Dinh Viet Sang. ESSL-Polyp: A Robust Framework of Ensemble Semi-supervised Learning in Polyp Segmentation. Computing Conference 2023. 39-52. 20/08/2023

Publications in 2022

  1. Namal Rathnayake, Tuan Linh Dang , Yukinobu Hoshino. Designing and Implementation of Novel Ensemble model basedon ANFIS and Gradient Boosting methods for Hand Gestures. SoICT 2022. 283-289. Hanoi-HaLong. 01/12/2022
  2. Anh Duy Nguyen, Phi Le Nguyen, Viet Hung Vu, Quoc Viet Pham, Viet Huy Nguyen, Minh Hieu Nguyen, Thanh Hung Nguyen, Kien Nguyen. Accurate Discharge and Water Level Forecasting Using Ensemble Learning with Genetic Algorithm and Singular Spectrum Analysis-based Denoising. Nature Scientific Reports. 01/11/2022
  3. Hiroaki Motohashi, Phi Le Nguyen, Kien Nguyen, Hiroo Sekiya. Implementation of P4-based Schedulers for Multipath Communication. IEEE Access. 20/07/2022
  4. Manh Nguyen Duy, Hang Dao Viet, Long Dao Van, Hung Le Quang, Khanh Pham Cong, Oanh Nguyen Thi, Thuy Nguyen Thi, Sang Dinh Viet. EndoUNet: A Unified Model for Anatomical Site Classification, Lesion Categorization and Segmentation for Upper Gastrointestinal Endoscopy. KSE. 19/10/2022
  5. Phan Thị Thu. Những vấn đề đặt ra đối với thiết chế Hội đồng trường đại học công lập ở Việt Nam hiện nay. Kỷ yếu hội thảo khoa học trường Học viện báo chí và tuyên truyền. 14/11/2022
  6. Phan Thị Thu. Cuộc cạnh tranh của các công ty người Việt với nước ngoài trong lĩnh vực vận tải đường thuỷ ở bắc kỳ đầu thế kỉ XX và những kinh nghiệm đối với doanh nhân Việt Nam hiện nay. Kỷ yếu hội thảo quốc gia tổ chức tại trường ĐHSP Hà Nội 2. 14/12/2022
  7. Tuan Linh Dang, Thuy Hang Nguyen, Gia Tuyen Nguyen, Thang Cao. Traffic Collision Warning Using Deep Learning Models. ICIC Express Letters. 17-24. 01/08/2021
  8. Trung Thanh Nguyen, Hoang Dang Nguyen, Thanh Hung Nguyen, Huy Hieu Pham, Ichiro Ide, Phi Le Nguyen. A Novel Approach for Pill-Prescription Matching with GNN Assistance and Contrastive Learning. The 19th Pacific Rim International Conference on Artificial Intelligence (PRICAI 2022). 261–274. 01/12/2022
  9. Namal Rathnayake, Upaka Rathnayake, Tuan Linh Dang, Yukinobu Hoshino. An Efficient Automatic Fruit-360 Image Identification and Recognition Using a Novel Modified Cascaded-ANFIS Algorithm. Sensors. 4401. 08/06/2022
  10. Thi Ha Ly Dinh, Megumi Kaneko, Kenichi Kawamura, Takatsune Moriyama, Yasushi Takatori. Improving Reliability by Risk-Averse Reinforcement Learning over Sub6GHz/mmWave Integrated Networks. IEEE International Conference on Communications (ICC). 3178-3183. Seoul, Korea. 16/05/2022
  11. Vinh Van Nguyen, Ha Nguyen, Huong Thanh Le, Thai Phuong Nguyen, Tan Van Bui, Luan Nghia Pham, Anh Tuan Phan, Cong Hoang-Minh Nguyen, Viet Hong Tran and Anh Huu Tran. KC4MT: A High-Quality Corpus for Multilingual Machine Translation. The 13th Language Resources and Evaluation Conference. 5494‑5502. Marseille, France. 20/06/2022
  12. K. D. Nam, T. M. Nguyen, T. V. Dieu, M. Visani, T. -O. Nguyen and D. V. Sang. A Novel Unsupervised Domain Adaption Method for Depth-Guided Semantic Segmentation Using Coarse-to-Fine Alignment. IEEE Access. 101248-101262. 21/08/2022
  13. N. T. Duc, N. T. Oanh, N. T. Thuy, T. M. Triet and V. S. Dinh. ColonFormer: An Efficient Transformer Based Method for Colon Polyp Segmentation. IEEE Access. 80575-80586. 25/07/2022
  14. Trong-Tung Nguyen, Hieu H. Pham, Phi Le Nguyen, Thanh Hung Nguyen, and Minh Do. Multi-stream Fusion for Class Incremental Learning in Pill Image Classification. The 16th Asian Conference on Computer Vision (ACCV2022). 04/12/2022
  15. Anh Duy Nguyen, Thuy Dung Nguyen, Huy Hieu Pham, Thanh Hung Nguyen, Phi Le Nguyen. Image-based Contextual Pill Recognition with Medical Knowledge Graph Assistance. 14th Asian Conference on Intelligent Information and Database Systems (ACIIDS), 2022. 1-9. 28/11/2022
  16. Kien Nguyen, Phi Le Nguyen, Hiroo Sekiya. A Host-based Investigation of IPv6 in Academia: The Cases of Japan and Vietnam. Kien Nguyen, Phi Le Nguyen, Hiroo Sekiya. 08/01/2022
  17. Thanh Toan Nguyen, Thanh Tam Nguyen, Thanh Trung Huynh, Viet Hung Vu, Phi Le Nguyen, Jun Jo, Quoc Viet Hung Nguyen. Poisoning GNN-based Recommender Systems with Generative Surrogate-based Attacks. Transactions on Information Systems. 1-24. 19/10/2022
  18. Keita Mitani, Namal Rathnayake, Upaka Rathnayake, Tuan Linh Dang, Yukinobu Hoshino. Brain Activity Associated with the Planning Process during the Long-Time Learning of the Tower of Hanoi (ToH) Task: A Pilot Study. Sensors. 1-14. 26/10/2022
  19. Namal Rathnayake, Upaka Rathnayake, Tuan Linh Dang, Yukinobu Hoshino. A Cascaded Adaptive Network-Based Fuzzy Inference System for Hydropower Forecasting. Sensors. 2905. 08/04/2022
  20. Ngoc Bui, Phi Le Nguyen, Viet Anh Nguyen, Phan Thuan Do. A Deep Reinforcement Learning-based Adaptive Charging Policy for WRSNs. The 19th IEEE International Conference on Mobile Ad-Hoc and Smart Systems (MASS 2022). 20/10/2022
  21. Hieu Dinh, Nang Hung Nguyen, Trung Thanh Nguyen,Thanh Hung Nguyen, Truong Thao Nguyen, Phi Le Nguyen. Deep Reinforcement Learning-based Offloading for Latency Minimization in 3-tier V2X Networks. 2022 IEEE Wireless Communications and Networking Conference (WCNC). 1-6. 10/04/2022
  22. La Van Quan, Minh Hieu Nguyen, Thanh Hung Nguyen, Kien Nguyen, Phi Le Nguyen. On the Global Maximization of Network Lifetime in Wireless Rechargeable Sensor Networks. ACM Transaction on Sensor Networks. 01/01/2022
  23. Trần Hoàng Hải, Nguyễn Thanh Hùng, Nguyễn Nhất Hải, Đặng Tuấn Linh, Huỳnh Quyết Thắng. eHUST - Một mô hình mẫu cho hệ thống quản trị Nhà trường hỗ trợ Chuyển đổi số tại Việt Nam. Thúc đấy Chuyển đổi số, Kinh tế tuần hoàn và kinh tế xanh - Hướng tới mục tiêu phát triển bền vững. 18-26. Trường Đại học Phenikaa. 12/11/2022
  24. Viet Dung Nguyen, Phi Le Nguyen, Kien Nguyen, Phan Thuan Do. Constant Approximation for Opportunistic Sensing in Mobile Air Quality Monitoring System. Computer Networks Journal. 15/01/2022
  25. Minh Hai Vu, Giang T. T. Nguyen, Hai Dang Tran, Thanh Trung Nguyen, Phan Thuan Do, Phi Le Nguyen, Kien Nguyen. An Empirical Study of MPQUIC Schedulers in Mobile Wireless Networks. SoICT2022. 193–200. 01/12/2022
  26. Tuan Linh Dang, Sy Dat Tran, Thuy Hang Nguyen, Suntae Kim, Nicolas Monet. An improved hand gesture recognition system using keypoints and hand bounding boxes. Array. 1-10. 21/09/2022
  27. C Palanichamy, WW Tan & P Naveen. A Microgrid for the Secluded Paana Theertham Kani Settlement in India. Clean Energy. 09/02/2022
  28. Thi Ha Ly Dinh, Megumi Kaneko, Keisuke Wakao, Kenichi Kawamura, Takatsune Moriyama, Yasushi Takatori. Towards an Energy-Efficient DQN-based User Association in Sub6GHz/mmWave Integrated Networks. IEEE International Conference on Mobility, Sensing and Networking (MSN). 645-652. Exeter, United Kingdom (Online). 13/12/2021
  29. Hung Cuong Nguyen, Manh Cuong Dao, Thanh Trung Nguyen, Ngoc Khanh Doan, Thanh Hung Nguyen, Truong Thao Nguyen, Phi Le Nguyen. Deep Reinforcement Learning-based Charging Algorithm for Target Coverage and Connectivity in WRSNs. he 2022 Annual IEEE International Symposium on Personal, Indoor and Mobile Radio Communications (IEEE PIMRC), 2022. 12/10/2022
  30. Nam Kieu Dang, Oanh Nguyen Thi, Thuy Nguyen Thi, Hang Dao Viet, Long Dao Van, Trung Tran Quang, Sang Dinh Viet. A Coarse-to-fine Unsupervised Domain Adaptation Method for Cross-Mode Polyp Segmentation. KSE. 19/10/2022
  31. Tuan Anh Nguyen Dinh, Anh Duy Nguyen, Truong Thao Nguyen, Thanh Hung Nguyen, Phi Le Nguyen. Spatial-temporal Coverage Maximization in Vehicle-based Mobile Crowdsensing for Air Quality Monitoring. 2022 IEEE Wireless Communications and Networking Conference (WCNC). 1-6. 10/04/2022
  32. Duc-Huy Pham, Quang-Anh Do, Thanh Thi-Hien Duong, Thi Lan Le, Phi-Le Nguyen. End-to-end Visual-guided Audio Source Separation with Enhanced Losses. 2022 Asia Pacific Signal and Information Processing Association Annual Summit and Conference (APSIPA ASC). Thai Lan. 07/11/2022
  33. Minh Hieu Nguyen, Viet Huy Nguyen, Thanh Trung Huynh, Thanh Hung Nguyen, Quoc Viet Hung Nguyen, Phi Le Nguyen. A Lightweight and Efficient GA-based Model-Agnostic Feature Selection Scheme for Time Series Forecasting. 14th Asian Conference on Intelligent Information and Database Systems (ACIIDS), 2022. 26–39. 09/12/2022
  34. Trung Thanh Nguyen, Truong Thao Nguyen, Thanh Hung Nguyen, Phi Le Nguyen. Fuzzy Q-learning-based Opportunistic Communication for MEC-enhanced Vehicular Crowdsensing. IEEE Transactions on Network and Service Management. 5021 - 5033. 26/07/2022
  35. Nang Hung Nguyen, Phi Le Nguyen, Duc Long Nguyen, Trung Thanh Nguyen, Thuy Dung Nguyen, Huy Hieu Pham, Thanh Hung Nguyen, Truong Thao Nguyen. FedDRL: Deep Reinforcement Learning-based Adaptive Aggregation for Non-IID Data in Federated Learning. 51st International Conference on Parallel Processing (ICPP). 1-11. 29/08/2022
  36. Tuan Linh Dang, Huu Thang Nguyen, Duc Manh Dao, Hoang Vu Nguyen, Duc Long Luong, Ba Tuan Nguyen, Suntae Kim, Nicolas Monet. SHAPE: a dataset for hand gesture recognition. Neural Computing and Applications. 21849–21862. 18/07/2022
  37. Thu Hang Phung, Duc Long Nguyen, Viet Hung Vu, Thanh Trung Huynh, Thanh Hung Nguyen, Phi Le Nguyen. Unsupervised Air Quality Interpolation with Attentive Graph Neural Network. SoICT2022. 1-6. HaLong. 01/12/2022
  38. Namal Rathnayake, Upaka Rathnayake, Tuan Linh Dang, and Yukinobu Hoshino. Streamflow prediction using Cascaded-ANFIS algorithm in Kelani River, Sri Lanka. The 10th International Symposium on Computational Intelligence and Industrial Applications (ISCIIA2022). 1-6. Bắc Kinh, Trung Quốc. 23/09/2022
  39. Hanh Pham Van, Huong Le Thanh. Improving Khmer-Vietnamese Machine Translation with Data Augmentation methods. SoICT 2022: The 11th International Symposium on Information and Communication Technology. 276–282. Vietnam. 01/12/2022
  40. Tuan Linh Dang, Tran Sy Dat, Thuy Ha Hoang, Trong Nghia Nguyen, Tuan Minh Vu. Prototype of a parking system with path recommendation. SoICT2022. 309-316. Hanoi-HaLong. 01/12/2022
  41. Nguyen Minh Chau, Le Truong Giang, Dinh Viet Sang. PolypDEQ: Towards Effective Transformer-Based Deep Equilibrium Models for Colon Polyp Segmentation. ISVC (Lecture Notes in Computer Science). 456-467. USA. 03/10/2022
  42. Nguyen Viet Manh, Kieu Dang Nam, Dinh Viet Sang, Thi-Oanh Nguyen. G2L: A Global to Local Alignment Method for Unsupervised Domain Adaptive Semantic Segmentation. Procedia Computer Science. 2698-2707. Verona, Italia. 06/09/2022
  43. Toan Pham Van, Linh Doan Bao, Duc Tran Trung, Quan Nguyen Van, Sang Dinh Viet. Online pseudo labeling for polyp segmentation with momentum networks. KSE. 19/10/2022
  44. Tuan Linh Dang, Nhat Minh Ngo. SDNs Delay Prediction Using Machine Learning Algorithms. The Third International Conference on Artificial Intelligence and Computational Intelligence (AICI 2022) (Kỷ yếu được đăng trong Biomedical and Other Applications of Soft Computing). 133-141. Online vì COVID19. 14/01/2022
  45. Tuan Linh Dang, Viet Tien Ha. Shop Product Tracking and Early Fire Detection Using Edge Devices. The Third International Conference on Artificial Intelligence and Computational Intelligence (AICI 2022) (Kỷ yếu được đăng trong Biomedical and Other Applications of Soft Computing). 121-131. Online vì COVID19. 14/01/2022
  46. Tuan Anh Phan, Ngoc Dung Nguyen, Huong Le Thanh, Khac-Hoai Nam Bui. Neural Inverse Text Normalization with Numerical Recognition for Low Resource Scenarios. ACIIDS 2022: Intelligent Information and Database Systems. 582–594. Ho Chi Minh city. 28/11/2022
  47. Megumi Kaneko, Thi Ha Ly Dinh, Kenichi Kawamura, Takatsune Moriyama, Yasushi Takatori. Wireless Multi-Interface Connectivity with Deep Learning-Enabled User Devices: an Energy Efficiency Perspective. IEEE Network. 1-18. 28/07/2022
  48. Nguyen Tuan Hung, Phan Ngoc Lan, Nguyen Thi Oanh, Nguyen Thi Thuy, Dinh Viet Sang. GCEENet: A Global Context Enhancement and Exploitation for Medical Image Segmentation. ISVC (Lecture Notes in Computer Science). 141-152. USA. 03/10/2022
  49. Dinh Viet Sang, Do Duy Quang. Incremental Boundary Refinement using Self Axial Reverse Attention and Uncertainty-Aware Gate for Colon Polyp Segmentation. SoICT. 322-328. 01/12/2022
  50. Thi Ha Ly Dinh, Megumi Kaneko, Kaito Fujii. Device Selection and Beamforming Optimization in Large-Scale mmWave IoT Networks. IEEE Internet of Things Journal. 1-14. 26/07/2022