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Ilya Tolstikhin

3 accepted papers

2021

MLP-Mixer: An all-MLP Architecture for Vision

NeurIPS 2021poster

Convolutional Neural Networks (CNNs) are the go-to model for computer vision. Recently, attention-based networks, such as the Vision Transformer, have also become popular. In this paper we show that while convolutions and attention are both sufficient for good performance, neither of them are necess…

2018

Differentially Private Database Release via Kernel Mean Embeddings

ICML 2018oral

We lay theoretical foundations for new database release mechanisms that allow third-parties to construct consistent estimators of population statistics, while ensuring that the privacy of each individual contributing to the database is protected. The proposed framework rests on two main ideas. First…