Follow
Mosharaf Chowdhury
Title
Cited by
Year
FedTrans: Efficient Federated Learning Over Heterogeneous Clients via Model Transformation
Y Zhu, J Liu, M Chowdhury, F Lai
MLSys, 2024
2024
Andes: Defining and Enhancing Quality-of-Experience in LLM-Based Text Streaming Services
J Liu, Z Wu, JW Chung, F Lai, M Lee, M Chowdhury
arXiv preprint arXiv:2404.16283, 2024
2024
Toward Cross-Layer Energy Optimizations in Machine Learning Systems
JW Chung, M Chowdhury
arXiv preprint arXiv:2404.06675, 2024
2024
Vulcan: Automatic Query Planning for Live ML Analytics
Y Zhang, X Zhang, G Ananthanarayanan, A Iyer, Y Shu, V Bahl, ZM Mao, ...
USENIX NSDI, 2024
2024
Venn: Resource Management Across Federated Learning Jobs
J Liu, F Lai, D Ding, Y Zhang, M Chowdhury
arXiv preprint arXiv:2312.08298, 2023
2023
Perseus: Removing Energy Bloat from Large Model Training
JW Chung, Y Gu, I Jang, L Meng, N Bansal, M Chowdhury
arXiv preprint arXiv:2312.06902, 2023
2023
Efficient Large Language Models: A Survey
Z Wan, X Wang, C Liu, S Alam, Y Zheng, J Liu, Z Qu, S Yan, Y Zhu, ...
arXiv preprint arXiv:2312.03863, 2023
292023
Flamingo: A User-Centric System for Fast and Energy-Efficient DNN Training on Smartphones
SSV Singapuram, C Hu, F Lai, C Zhang, M Chowdhury
DistributedML, 2023
5*2023
Simplifying Cloud Management with Cloudless Computing
Y Qiu, PTJ Kon, J Xingt, Y Huang, H Liut, X Wang, P Huang, ...
ACM HotNets, 2023
12023
Auxo: Efficient Federated Learning via Scalable Client Clustering
J Liu, F Lai, Y Dai, A Akella, HV Madhyastha, M Chowdhury
ACM SoCC, 2023
6*2023
Oobleck: Resilient Distributed Training of Large Models Using Pipeline Templates
I Jang, Z Yang, Z Zhang, X Jin, M Chowdhury
ACM SOSP, 2023
122023
Treehouse: A Case For Carbon-Aware Datacenter Software
T Anderson, A Belay, M Chowdhury, A Cidon, I Zhang
ACM SIGENERGY Energy Informatics Review 3 (3), 64-70, 2023
372023
AdaEmbed: Adaptive Embedding for Large-Scale Recommendation Models
F Lai, W Zhang, R Liu, W Tsai, X Wei, Y Hu, S Devkota, J Huang, J Park, ...
USENIX OSDI, 2023
12023
Memory Disaggregation: Advances and Open Challenges
H Al Maruf, M Chowdhury
ACM SIGOPS Operating Systems Review 57 (1), 29-37, 2023
6*2023
FLINT: A Platform for Federated Learning Integration
E Wang, A Kannan, Y Liang, B Chen, M Chowdhury
MLSys, 2023
112023
Memtrade: Marketplace for Disaggregated Memory Clouds
HA Maruf, Y Zhong, H Wang, M Chowdhury, A Cidon, C Waldspurger
ACM SIGMETRICS 7 (2), 1-27, 2023
10*2023
Chasing Low-Carbon Electricity for Practical and Sustainable DNN Training
Z Yang, L Meng, JW Chung, M Chowdhury
ICLR 23 Workshop on Tackling Climate Change with Machine Learning, 2023
2023
Fed-ensemble: Ensemble Models in Federated Learning for Improved Generalization and Uncertainty Quantification
N Shi, F Lai, R Al Kontar, M Chowdhury
IEEE Transactions on Automation Science and Engineering, 2023
38*2023
Egeria: Efficient DNN Training with Knowledge-Guided Layer Freezing
Y Wang, D Sun, K Chen, F Lai, M Chowdhury
ACM EuroSys, 2023
27*2023
ModelKeeper: Accelerating DNN Training via Automated Training Warmup
F Lai, Y Dai, HV Madhyastha, M Chowdhury
USENIX NSDI, 2023
152023
The system can't perform the operation now. Try again later.
Articles 1–20