no code implementations • 21 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.
no code implementations • 30 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.
35 code implementations • 19 Apr 2020 • Hang Zhang, Chongruo wu, Zhongyue Zhang, Yi Zhu, Haibin Lin, Zhi Zhang, Yue Sun, Tong He, Jonas Mueller, R. Manmatha, Mu Li, Alexander Smola
It is well known that featuremap attention and multi-path representation are important for visual recognition.
Ranked #8 on Instance Segmentation on COCO test-dev (APM metric)
8 code implementations • 13 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.
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.
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.