Marius Lindauer

Best Practices for Scientific Research on Neural Architecture Search

2020 · Journal of Machine Learning Research

Finding a well-performing architecture is often tedious for both DL practitioners and researchers, leading to tremendous interest in the automation of this task by means of neural architecture search (NAS). Although the community has made …

Hyperparameters in Reinforcement Learning and How To Tune Them

2023 · arXiv (Cornell University)

In order to improve reproducibility, deep reinforcement learning (RL) has been adopting better scientific practices such as standardized evaluation metrics and reporting. However, the process of hyperparameter optimization still varies widely across papers, which makes …