Jens Lagergren

The Klarna Product Page Dataset: A Realistic Benchmark for Web Representation Learning.

2021 · arXiv (Cornell University)

This paper tackles the under-explored problem of DOM tree element representation learning. We advance the field of machine learning-based web automation and hope to spur further research regarding this crucial area with two contributions. First, …

Multiple Importance Sampling ELBO and Deep Ensembles of Variational Approximations

2022 · arXiv (Cornell University)

In variational inference (VI), the marginal log-likelihood is estimated using the standard evidence lower bound (ELBO), or improved versions as the importance weighted ELBO (IWELBO). We propose the multiple importance sampling ELBO (MISELBO), a \textit{versatile} …