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Sixing Yu
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Year
Topology-aware network pruning using multi-stage graph embedding and reinforcement learning
S Yu, A Mazaheri, A Jannesari
International conference on machine learning, 25656-25667, 2022
392022
Auto graph encoder-decoder for neural network pruning
S Yu, A Mazaheri, A Jannesari
Proceedings of the IEEE/CVF International Conference on Computer Vision …, 2021
37*2021
Heterogeneous federated learning using dynamic model pruning and adaptive gradient
S Yu, P Nguyen, A Anwar, A Jannesari
2023 IEEE/ACM 23rd International Symposium on Cluster, Cloud and Internet …, 2023
27*2023
Federated foundation models: Privacy-preserving and collaborative learning for large models
S Yu, JP Muñoz, A Jannesari
arXiv preprint arXiv:2305.11414, 2023
172023
Spatl: Salient parameter aggregation and transfer learning for heterogeneous federated learning
S Yu, P Nguyen, W Abebe, W Qian, A Anwar, A Jannesari
SC22: International Conference for High Performance Computing, Networking …, 2022
17*2022
Resource-aware federated learning using knowledge extraction and multi-model fusion
S Yu, W Qian, A Jannesari
arXiv preprint arXiv:2208.07978, 2022
142022
Resource-aware heterogeneous federated learning using neural architecture search
S Yu, P Nguyen, W Abebe, J Stanley, P Munoz, A Jannesari
arXiv preprint arXiv:2211.05716, 2022
92022
Enhancing Heterogeneous Federated Learning with Knowledge Extraction and Multi-Model Fusion
DP Nguyen, S Yu, JP Muñoz, A Jannesari
Proceedings of the SC'23 Workshops of The International Conference on High …, 2023
32023
Position Paper: The Landscape and Challenges of HPC Research and LLMs
L Chen, NK Ahmed, A Dutta, A Bhattacharjee, S Yu, QI Mahmud, ...
arXiv preprint arXiv:2402.02018, 2024
12024
Bridging the gap between foundation models and heterogeneous federated learning
S Yu, JP Muñoz, A Jannesari
arXiv preprint arXiv:2310.00247, 2023
12023
Towards seamless management of ai models in high-performance computing
S Yu, M Emani, C Liao, PH Lin, T Vanderbruggen, X Shen, A Jannesari
arXiv preprint arXiv:2212.06352, 2022
12022
Topology-aware efficient and transferable model compression using graph representation and reinforcement learning
S Yu
Iowa State University, 2023
2023
GNN-RL compression: topology-aware network pruning using multi-stage graph embedding and reinforcement learning
S Yu, A Mazaheri, A Jannesari
arXiv preprint arXiv:2102.03214 3, 2021
2021
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