Torch-Choice: A PyTorch Package for Large-Scale Choice Modelling with Python

1 code implementation • 4 Apr 2023 • Tianyu Du, Ayush Kanodia, Susan Athey

$\texttt{torch-choice}$ provides a $\texttt{ChoiceDataset}$ data structure to manage databases flexibly and memory-efficiently.

CAREER: A Foundation Model for Labor Sequence Data

1 code implementation • 16 Feb 2022 • Keyon Vafa, Emil Palikot, Tianyu Du, Ayush Kanodia, Susan Athey, David M. Blei

We fit CAREER to a dataset of 24 million job sequences from resumes, and adjust it on small longitudinal survey datasets.

Language Modelling Transfer Learning

Optimal Cost Almost-sure Reachability in POMDPs

no code implementations • 14 Nov 2014 • Krishnendu Chatterjee, Martin Chmelík, Raghav Gupta, Ayush Kanodia

We consider partially observable Markov decision processes (POMDPs) with a set of target states and every transition is associated with an integer cost.

Personalized Recommendations in EdTech: Evidence from a Randomized Controlled Trial

no code implementations • 30 Aug 2022 • Keshav Agrawal, Susan Athey, Ayush Kanodia, Emil Palikot

We study the impact of personalized content recommendations on the usage of an educational app for children.

Recommendation Systems

Digital interventions and habit formation in educational technology

no code implementations • 16 Oct 2023 • Keshav Agrawal, Susan Athey, Ayush Kanodia, Emil Palikot

In addition, we observed a 6\% increase in retention within the treatment group.