Liam Li
Liam Li
Carnegie Mellon University
Verified email at liamcli.com - Homepage
Title
Cited by
Cited by
Year
Hyperband: A novel bandit-based approach to hyperparameter optimization
L Li, K Jamieson, G DeSalvo, A Rostamizadeh, A Talwalkar
The Journal of Machine Learning Research 18 (1), 6765-6816, 2017
6942017
Random search and reproducibility for neural architecture search
L Li, A Talwalkar
Uncertainty in Artificial Intelligence, 367-377, 2020
2462020
Hyperband: Bandit-Based Configuration Evaluation for Hyperparameter Optimization
AT Liam Li, Kevin Jamieson, Giulia DeSalvo, Afshin Rostamizadeh
ICLR, 2017
72*2017
Massively parallel hyperparameter tuning
L Li, K Jamieson, A Rostamizadeh, E Gonina, M Hardt, B Recht, ...
672018
A system for massively parallel hyperparameter tuning
L Li, K Jamieson, A Rostamizadeh, E Gonina, M Hardt, B Recht, ...
arXiv preprint arXiv:1810.05934, 2018
252018
Exploiting reuse in pipeline-aware hyperparameter tuning
L Li, E Sparks, K Jamieson, A Talwalkar
arXiv preprint arXiv:1903.05176, 2019
52019
Geometry-Aware Gradient Algorithms for Neural Architecture Search
L Li, M Khodak, MF Balcan, A Talwalkar
arXiv preprint arXiv:2004.07802, 2020
42020
Weight-Sharing for Hyperparameter Optimization in Federated Learning
M Khodak, T Li, L Li, MF Balcan, V Smith, A Talwalkar
1
Rethinking Neural Operations for Diverse Tasks
N Roberts, M Khodak, T Dao, L Li, C Ré, A Talwalkar
arXiv preprint arXiv:2103.15798, 2021
2021
On Data Efficiency of Meta-learning
M Al-Shedivat, L Li, E Xing, A Talwalkar
International Conference on Artificial Intelligence and Statistics, 1369-1377, 2021
2021
Towards Efficient Automated Machine Learning
L Li
Google, 2020
2020
Searching for Convolutions and a More Ambitious NAS
N Roberts, M Khodak, T Dao, L Li, MF Balcan, C Ré, A Talwalkar
2020
On Weight-Sharing and Bilevel Optimization in Architecture Search
M Khodak, L Li, MF Balcan, A Talwalkar
2019
WEIGHT-SHARING BEYOND NEURAL ARCHITECTURE SEARCH: EFFICIENT FEATURE MAP SELECTION AND FEDERATED HYPERPARAMETER TUNING
M Khodak, L Li, N Roberts, MF Balcan, A Talwalkar
A Simple Setting for Understanding Neural Architecture Search with Weight-Sharing
M Khodak, L Li, N Roberts, MF Balcan, A Talwalkar
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