Liam Li

Publication Activity (10 Years)

Years Active: 2018-2023
Publications (10 Years): 15

Top Topics

Parameter Optimization

Neural Architecture

Top Venues

Publications

Junhong Shen, Liam Li, Lucio M. Dery, Corey Staten, Mikhail Khodak, Graham Neubig, Ameet Talwalkar
Cross-Modal Fine-Tuning: Align then Refine. ICML (2023)
Junhong Shen, Liam Li, Lucio M. Dery, Corey Staten, Mikhail Khodak, Graham Neubig, Ameet Talwalkar
Cross-Modal Fine-Tuning: Align then Refine. CoRR (2023)
Maruan Al-Shedivat, Liam Li, Eric Po Xing, Ameet Talwalkar
On Data Efficiency of Meta-learning. CoRR (2021)
Mikhail Khodak, Renbo Tu, Tian Li, Liam Li, Maria-Florina Balcan, Virginia Smith, Ameet Talwalkar
Federated Hyperparameter Tuning: Challenges, Baselines, and Connections to Weight-Sharing. NeurIPS (2021)
Liam Li, Mikhail Khodak, Nina Balcan, Ameet Talwalkar
Geometry-Aware Gradient Algorithms for Neural Architecture Search. ICLR (2021)
Nicholas Roberts, Mikhail Khodak, Tri Dao, Liam Li, Christopher Ré, Ameet Talwalkar
Rethinking Neural Operations for Diverse Tasks. CoRR (2021)
Nicholas Roberts, Mikhail Khodak, Tri Dao, Liam Li, Christopher Ré, Ameet Talwalkar
Rethinking Neural Operations for Diverse Tasks. NeurIPS (2021)
Mikhail Khodak, Renbo Tu, Tian Li, Liam Li, Maria-Florina Balcan, Virginia Smith, Ameet Talwalkar
Federated Hyperparameter Tuning: Challenges, Baselines, and Connections to Weight-Sharing. CoRR (2021)
Maruan Al-Shedivat, Liam Li, Eric P. Xing, Ameet Talwalkar
On Data Efficiency of Meta-learning. AISTATS (2021)
Liam Li, Mikhail Khodak, Maria-Florina Balcan, Ameet Talwalkar
Geometry-Aware Gradient Algorithms for Neural Architecture Search. CoRR (2020)
Liam Li, Kevin G. Jamieson, Afshin Rostamizadeh, Ekaterina Gonina, Jonathan Ben-tzur, Moritz Hardt, Benjamin Recht, Ameet Talwalkar
A System for Massively Parallel Hyperparameter Tuning. MLSys (2020)
Liam Li, Evan R. Sparks, Kevin G. Jamieson, Ameet Talwalkar
Exploiting Reuse in Pipeline-Aware Hyperparameter Tuning. CoRR (2019)
Liam Li, Ameet Talwalkar
Random Search and Reproducibility for Neural Architecture Search. CoRR (2019)
Liam Li, Ameet Talwalkar
Random Search and Reproducibility for Neural Architecture Search. UAI (2019)
Liam Li, Kevin G. Jamieson, Afshin Rostamizadeh, Ekaterina Gonina, Moritz Hardt, Benjamin Recht, Ameet Talwalkar
Massively Parallel Hyperparameter Tuning. CoRR (2018)