Search Results for author: Alexander Smola

Found 6 papers, 3 papers with code

Bloom Origami Assays: Practical Group Testing

no code implementations21 Jul 2020 Louis Abraham, Gary Becigneul, Benjamin Coleman, Bernhard Scholkopf, Anshumali Shrivastava, Alexander Smola

Group testing is a well-studied problem with several appealing solutions, but recent biological studies impose practical constraints for COVID-19 that are incompatible with traditional methods.

Improving Semantic Segmentation via Self-Training

no code implementations30 Apr 2020 Yi Zhu, Zhongyue Zhang, Chongruo wu, Zhi Zhang, Tong He, Hang Zhang, R. Manmatha, Mu Li, Alexander Smola

In the case of semantic segmentation, this means that large amounts of pixelwise annotations are required to learn accurate models.

Domain Generalization Segmentation +1

AutoGluon-Tabular: Robust and Accurate AutoML for Structured Data

8 code implementations13 Mar 2020 Nick Erickson, Jonas Mueller, Alexander Shirkov, Hang Zhang, Pedro Larroy, Mu Li, Alexander Smola

We introduce AutoGluon-Tabular, an open-source AutoML framework that requires only a single line of Python to train highly accurate machine learning models on an unprocessed tabular dataset such as a CSV file.

Neural Architecture Search

Deep Sets

5 code implementations NeurIPS 2017 Manzil Zaheer, Satwik Kottur, Siamak Ravanbakhsh, Barnabas Poczos, Ruslan Salakhutdinov, Alexander Smola

Our main theorem characterizes the permutation invariant functions and provides a family of functions to which any permutation invariant objective function must belong.

Anomaly Detection Outlier Detection +1

Fast and Guaranteed Tensor Decomposition via Sketching

no code implementations NeurIPS 2015 Yining Wang, Hsiao-Yu Tung, Alexander Smola, Animashree Anandkumar

Such tensor contractions are encountered in decomposition methods such as tensor power iterations and alternating least squares.

Tensor Decomposition

Cannot find the paper you are looking for? You can Submit a new open access paper.