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Jiachen Liu
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Fedscale: Benchmarking model and system performance of federated learning at scale
F Lai, Y Dai, S Singapuram, J Liu, X Zhu, H Madhyastha, M Chowdhury
International conference on machine learning, 11814-11827, 2022
3672022
Efficient large language models: A survey
Z Wan, X Wang, C Liu, S Alam, Y Zheng, Z Qu, S Yan, Y Zhu, Q Zhang, ...
Transactions on Machine Learning Research, 2023
3072023
Humanity's last exam
L Phan, A Gatti, Z Han, N Li, J Hu, H Zhang, CBC Zhang, M Shaaban, ...
arXiv preprint arXiv:2501.14249, 2025
3042025
Andes: Defining and Enhancing Quality-of-Experience in LLM-Based Text Streaming Services
J Liu, JW Chung, Z Wu, F Lai, M Lee, M Chowdhury
arXiv preprint arXiv:2404.16283, 2024
432024
Iac-eval: A code generation benchmark for cloud infrastructure-as-code programs
PT Kon, J Liu, Y Qiu, W Fan, T He, L Lin, H Zhang, OM Park, GS Elengikal, ...
Advances in Neural Information Processing Systems 37, 134488-134506, 2024
312024
Curie: Toward Rigorous and Automated Scientific Experimentation with AI Agents
PTJ Kon*, J Liu*, Q Ding, Y Qiu, Z Yang, Y Huang, J Srinivasa, M Lee, ...
arXiv preprint arXiv:2502.16069, 2025
242025
Fluid: Resource-aware Hyperparameter Tuning Engine
P Yu*, J Liu*, M Chowdhury
Proceedings of Machine Learning and Systems 3, 502-516, 2021
232021
Auxo: Efficient Federated Learning via Scalable Client Clustering
J Liu, F Lai, Y Dai, A Akella, H Madhyastha, M Chowdhury
14th edition of the annual ACM Symposium on Cloud Computing, 2023
192023
EXP-Bench: Can AI Conduct AI Research Experiments?
PTJ Kon*, J Liu*, X Zhu, Q Ding, J Peng, J Xing, Y Huang, Y Qiu, ...
arXiv preprint arXiv:2505.24785, 2025
112025
Fedtrans: Efficient federated learning via multi-model transformation
Y Zhu, J Liu, M Chowdhury, F Lai
Proceedings of Machine Learning and Systems 6, 395-407, 2024
32024
Venn: Resource Management Across Federated Learning Jobs
J Liu, F Lai, D Ding, Y Zhang, M Chowdhury
Proceedings of Machine Learning and Systems 8, 2023
22023
Evaluation Framework for AI Systems in" the Wild"
S Jabbour, T Chang, AD Antar, J Peper, I Jang, J Liu, JW Chung, S He, ...
arXiv preprint arXiv:2504.16778, 2025
12025
Sci-Reasoning: A Dataset Decoding AI Innovation Patterns
J Liu, M Harmon, Z Zhang
arXiv preprint arXiv:2601.04577, 2026
2026
User-Centric Machine Learning Systems
J Liu
PhD Dissertation, 2025
2025
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Articles 1–14