APUNet: Revitalizing GPU as Packet Processing Accelerator Y Go, MA Jamshed, YG Moon, C Hwang, KS Park The 14th USENIX Symposium on Networked Systems Design and Implementation (NSDI), 2017 | 127 | 2017 |
Tutel: Adaptive mixture-of-experts at scale C Hwang, W Cui, Y Xiong, Z Yang, Z Liu, H Hu, Z Wang, R Salas, J Jose, ... The 6th Conference on Machine Learning and Systems (MLSys), 2023 | 97* | 2023 |
Elastic Resource Sharing for Distributed Deep Learning C Hwang, T Kim, S Kim, J Shin, KS Park The 18th USENIX Symposium on Networked Systems Design and Implementation (NSDI), 2021 | 84 | 2021 |
Confident Multiple Choice Learning K Lee, C Hwang, KS Park, J Shin The 34th International Conference on Machine Learning (ICML), 2017 | 64 | 2017 |
Pre-gated moe: An algorithm-system co-design for fast and scalable mixture-of-expert inference R Hwang, J Wei, S Cao, C Hwang, X Tang, T Cao, M Yang 2024 ACM/IEEE 51st Annual International Symposium on Computer Architecture …, 2024 | 22 | 2024 |
Accelerating GNN training with locality-aware partial execution T Kim, C Hwang, KS Park, Z Lin, P Cheng, Y Miao, L Ma, Y Xiong The 12th ACM SIGOPS Asia-Pacific Workshop on Systems (APSys), 2021 | 11 | 2021 |
ARK: GPU-driven Code Execution for Distributed Deep Learning C Hwang, KS Park, R Shu, X Qu, P Cheng, Y Xiong The 20th USENIX Symposium on Networked Systems Design and Implementation (NSDI), 0 | 8* | |
Forestcoll: Efficient collective communications on heterogeneous network fabrics L Zhao, S Maleki, A Shah, Z Yang, H Pourreza, A Krishnamurthy arXiv preprint arXiv:2402.06787, 2024 | 3 | 2024 |
A case for two-stage inference with knowledge caching G Park, C Hwang, KS Park The 3rd International Workshop on Deep Learning for Mobile Systems and …, 2019 | 3 | 2019 |
Mixture-of-experts layer with dynamic gating Y Xiong, C Hwang, W Cui, Y Ziyue, Z Liu, H Hu, Z Wang, RO Salas, J Jose, ... US Patent App. 18/054,451, 2024 | | 2024 |
Mixture-of-experts layer with switchable parallel modes Y Xiong, C Hwang, W Cui, Y Ziyue, Z Liu, H Hu, Z Wang, RO Salas, J Jose, ... US Patent App. 18/054,446, 2024 | | 2024 |
Collective communication phases at mixture-of-experts layer Y Xiong, C Hwang, W Cui, Y Ziyue, Z Liu, H Hu, Z Wang, RO Salas, J Jose, ... US Patent App. 18/054,452, 2024 | | 2024 |
Sparse encoding and decoding at mixture-of-experts layer Y Xiong, C Hwang, W Cui, Y Ziyue, Z Liu, H Hu, Z Wang, RO Salas, J Jose, ... US Patent App. 18/318,436, 2024 | | 2024 |
Towards GPU-driven Code Execution for Distributed Deep Learning C Hwang, KS Park, R Shu, X Qu, P Cheng, Y Xiong The 3rd Machine Learning for Computer Architecture and Systems, 2022 | | 2022 |
Immediate Communication for Distributed AI Tasks J Xin, S Bae, KS Park, M Canini, C Hwang | | |