no code implementations • 10 Jun 2022 • Leon Yao, Caroline Lo, Israel Nir, Sarah Tan, Ariel Evnine, Adam Lerer, Alex Peysakhovich
Learning heterogeneous treatment effects (HTEs) is an important problem across many fields.
no code implementations • NeurIPS 2020 • Jack Parker-Holder, Luke Metz, Cinjon Resnick, Hengyuan Hu, Adam Lerer, Alistair Letcher, Alex Peysakhovich, Aldo Pacchiano, Jakob Foerster
In the era of ever decreasing loss functions, SGD and its various offspring have become the go-to optimization tool in machine learning and are a key component of the success of deep neural networks (DNNs).
2 code implementations • 6 Mar 2020 • Hengyuan Hu, Adam Lerer, Alex Peysakhovich, Jakob Foerster
We consider the problem of zero-shot coordination - constructing AI agents that can coordinate with novel partners they have not seen before (e. g. humans).
1 code implementation • 28 Mar 2019 • Adam Lerer, Ledell Wu, Jiajun Shen, Timothee Lacroix, Luca Wehrstedt, Abhijit Bose, Alex Peysakhovich
Graph embedding methods produce unsupervised node features from graphs that can then be used for a variety of machine learning tasks.
Ranked #1 on Link Prediction on YouTube (Macro F1 metric)