Why globally re-shuffle? Revisiting data shuffling in large scale deep learning TT Nguyen, F Trahay, J Domke, A Drozd, E Vatai, J Liao, M Wahib, ... 2022 IEEE International Parallel and Distributed Processing Symposium (IPDPS …, 2022 | 39 | 2022 |
Feddrl: Deep reinforcement learning-based adaptive aggregation for non-iid data in federated learning NH Nguyen, PL Nguyen, TD Nguyen, TT Nguyen, DL Nguyen, ... Proceedings of the 51st International Conference on Parallel Processing, 1-11, 2022 | 24 | 2022 |
Scaling distributed deep learning workloads beyond the memory capacity with KARMA M Wahib, H Zhang, TT Nguyen, A Drozd, J Domke, L Zhang, R Takano, ... SC20: International Conference for High Performance Computing, Networking …, 2020 | 24 | 2020 |
Hierarchical distributed-memory multi-leader mpi-allreduce for deep learning workloads TT Nguyen, M Wahib, R Takano 2018 Sixth International Symposium on Computing and Networking Workshops …, 2018 | 20 | 2018 |
Efficient MPI‐AllReduce for large‐scale deep learning on GPU‐clusters T Thao Nguyen, M Wahib, R Takano Concurrency and Computation: Practice and Experience 33 (12), e5574, 2021 | 17 | 2021 |
Spatial-temporal coverage maximization in vehicle-based mobile crowdsensing for air quality monitoring TAN Dinh, AD Nguyen, TT Nguyen, TH Nguyen, P Le Nguyen 2022 IEEE Wireless Communications and Networking Conference (WCNC), 1449-1454, 2022 | 13 | 2022 |
An oracle for guiding large-scale model/hybrid parallel training of convolutional neural networks AN Kahira, TT Nguyen, LB Gomez, R Takano, RM Badia, M Wahib Proceedings of the 30th International Symposium on High-Performance Parallel …, 2021 | 13 | 2021 |
On the feasibility of hybrid electrical/optical switch architecture for large-scale training of distributed deep learning TT Nguyen, R Takano 2019 IEEE/ACM Workshop on Photonics-Optics Technology Oriented Networking …, 2019 | 10 | 2019 |
Deep reinforcement learning-based offloading for latency minimization in 3-tier v2x networks H Dinh, NH Nguyen, TT Nguyen, TH Nguyen, TT Nguyen, P Le Nguyen 2022 IEEE Wireless Communications and Networking Conference (WCNC), 1803-1808, 2022 | 9 | 2022 |
Hybrid electrical/optical switch architectures for training distributed deep learning in large-scale TN Truong, R Takano IEICE TRANSACTIONS on Information and Systems 104 (8), 1332-1339, 2021 | 9 | 2021 |
An Allreduce Algorithm and Network Co-design for Large-Scale Training of Distributed Deep Learning TT Nguyen, M Wahib 2021 IEEE/ACM 21st International Symposium on Cluster, Cloud and Internet …, 2021 | 9 | 2021 |
Topology-aware sparse allreduce for large-scale deep learning TT Nguyen, M Wahib, R Takano 2019 IEEE 38th International Performance Computing and Communications …, 2019 | 9 | 2019 |
Distributed shortcut networks: Low-latency low-degree non-random topologies targeting the diameter and cable length trade-off NT Truong, I Fujiwara, M Koibuchi, KV Nguyen IEEE Transactions on Parallel and Distributed Systems 28 (4), 989-1001, 2016 | 9 | 2016 |
Low-reliable low-latency networks optimized for HPC parallel applications TT Nguyen, H Matsutani, M Koibuchi 2018 IEEE 17th International Symposium on Network Computing and Applications …, 2018 | 8 | 2018 |
Fuzzy q-learning-based opportunistic communication for mec-enhanced vehicular crowdsensing TT Nguyen, TT Nguyen, TH Nguyen, P Le Nguyen IEEE Transactions on Network and Service Management 19 (4), 5021-5033, 2022 | 7 | 2022 |
Fedgrad: Mitigating backdoor attacks in federated learning through local ultimate gradients inspection TD Nguyen, AD Nguyen, TH Nguyen, KS Wong, HH Pham, TT Nguyen, ... 2023 International Joint Conference on Neural Networks (IJCNN), 01-10, 2023 | 6 | 2023 |
Cadis: Handling cluster-skewed non-iid data in federated learning with clustered aggregation and knowledge distilled regularization NH Nguyen, DL Nguyen, TB Nguyen, TH Nguyen, HH Pham, TT Nguyen, ... 2023 IEEE/ACM 23rd International Symposium on Cluster, Cloud and Internet …, 2023 | 6 | 2023 |
An interconnection network exploiting trade-off between routing table size and path length TC Kieu, KV Nguyen, NT Truong, I Fujiwara, M Koibuchi 2016 Fourth International Symposium on Computing and Networking (CANDAR …, 2016 | 6 | 2016 |
Boosting Offline Optimizers with Surrogate Sensitivity MC Dao, P Le Nguyen, TN Truong, TN Hoang Forty-first International Conference on Machine Learning, 2024 | 5 | 2024 |
High accurate and explainable multi-pill detection framework with graph neural network-assisted multimodal data fusion AD Nguyen, HH Pham, HT Trung, QVH Nguyen, TN Truong, PL Nguyen Plos one 18 (9), e0291865, 2023 | 5 | 2023 |